\u79c1\u305f\u3061\u306f\u3044\u307e\u3001\u4e16\u754c\u3092\u5909\u9769\u3059\u308b\u304b\u3064\u3066\u306a\u3044\u4eba\u5de5\u77e5\u80fd\uff08AI\uff09\u306e\u6642\u4ee3\u306b\u751f\u304d\u3066\u3044\u307e\u3059\u3002\u533b\u7642\u304b\u3089\u6559\u80b2\u3001\u79fb\u52d5\u304b\u3089\u30a8\u30f3\u30bf\u30fc\u30c6\u30a4\u30f3\u30e1\u30f3\u30c8\u307e\u3067\u3001AI\u306f\u7523\u696d\u3092\u518d\u69cb\u7bc9\u3059\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u53ef\u80fd\u6027\u306e\u5730\u5e73\u7dda\u3092\u62e1\u3052\u3066\u3044\u307e\u3059\u3002 \u3053\u306e\u5909\u9769\u306b\u7acb\u3061\u4f1a\u3046\u4e2d\u3067\u3001AI\u3068\u793e\u4f1a\u3084\u79d1\u5b66\u3068\u306e\u4ea4\u70b9\u304c\u6700\u3082\u91cd\u8981\u3067\u3042\u308b\u3053\u3068\u304c\u307e\u3059\u307e\u3059\u660e\u3089\u304b\u306b\u306a\u3063\u3066\u304d\u307e\u3057\u305f\u3002AI\u306f\u3001\u6c17\u5019\u5909\u52d5\u304b\u3089\u533b\u7642\u683c\u5dee\u307e\u3067\u3001\u8907\u96d1\u306a\u793e\u4f1a\u8ab2\u984c\u306b\u5bfe\u5fdc\u3059\u308b\u53ef\u80fd\u6027\u3092\u6301\u3063\u3066\u3044\u307e\u3059\u3002\u79d1\u5b66\u7684\u306a\u9762\u3067\u306f\u3001AI\u306f\u79d1\u5b66\u7684\u767a\u898b\u3068\u30a4\u30ce\u30d9\u30fc\u30b7\u30e7\u30f3\u3092\u63a8\u9032\u3059\u308b\u5f37\u529b\u306a\u30c4\u30fc\u30eb\u3068\u3057\u3066\u6a5f\u80fd\u3057\u3001\u7814\u7a76\u306e\u52b9\u7387\u3092\u9ad8\u3081\u3001\u304b\u3064\u3066\u306f\u624b\u306e\u5c4a\u304b\u306a\u304b\u3063\u305f\u63a2\u6c42\u306e\u65b0\u305f\u306a\u9818\u57df\u3092\u958b\u62d3\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n
\u3053\u306e\u3088\u3046\u306a\u80cc\u666f\u306e\u3082\u3068\u3001\u79c1\u305f\u3061\u306f\u300cAI\u30d5\u30a9\u30fc\u30e9\u30e02023\u300d\u306b\u307f\u306a\u3055\u3093\u3092\u3054\u62db\u5f85\u3044\u305f\u3057\u307e\u3059\u3002\u3053\u306e\u30a4\u30d9\u30f3\u30c8\u306f\u30012023\u5e748\u6708\u306b\u30de\u30a4\u30af\u30ed\u30bd\u30d5\u30c8\u3068\u6771\u4eac\u5927\u5b66\u304c\u7de0\u7d50\u3057\u305f\u57fa\u672c\u5408\u610f\u66f8\uff08MOU\uff09 (opens in new tab)<\/span><\/a>\u306b\u57fa\u3065\u304d\u3001\u30de\u30a4\u30af\u30ed\u30bd\u30d5\u30c8\u30ea\u30b5\u30fc\u30c1\u30a2\u30b8\u30a2\u3068\u6771\u4eac\u5927\u5b66\u304c\u5171\u50ac\u3057\u307e\u3059\u3002<\/p>\n\n\n\n \u300cAI\u30b7\u30ca\u30b8\u30fc\uff1a\u79d1\u5b66\u3068\u793e\u4f1a\u300d\u3068\u3044\u3046\u30c6\u30fc\u30de\u306e\u3082\u3068\u3001\u4e21\u8005\u306e\u5c02\u9580\u5bb6\u304cAI\u7814\u7a76\u306b\u304a\u3051\u308b\u753b\u671f\u7684\u306a\u9032\u6b69\u3092\u5171\u6709\u3057\u3001AI\u3068\u793e\u4f1a\u3068\u79d1\u5b66\u3068\u306e\u30b7\u30ca\u30b8\u30fc\u3092\u63a2\u308b\u30e6\u30cb\u30fc\u30af\u306a\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3068\u3057\u3066\u3053\u306e\u30d5\u30a9\u30fc\u30e9\u30e0\u3092\u5c55\u958b\u3057\u307e\u3059\u3002\u79c1\u305f\u3061\u306f\u3053\u308c\u3089\u306e\u30b7\u30ca\u30b8\u30fc\u3092\u6df1\u304f\u6398\u308a\u4e0b\u3052\u3001\u305d\u306e\u53ef\u80fd\u6027\u3092\u89e3\u304d\u653e\u3061\u3001AI\u304c\u793e\u4f1a\u5909\u9769\u3068\u79d1\u5b66\u7684\u9032\u6b69\u306e\u89e6\u5a92\u3068\u306a\u308b\u9053\u7b4b\u3092\u63cf\u304f\u3053\u3068\u3092\u76ee\u6307\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n \u4eca\u5e74\u306f\u30de\u30a4\u30af\u30ed\u30bd\u30d5\u30c8\u30ea\u30b5\u30fc\u30c1\u30a2\u30b8\u30a2\u306b\u3068\u3063\u3066\u3001\u8a2d\u7acb25\u5468\u5e74\u3068\u3044\u3046\u7279\u5225\u306a\u610f\u5473\u3092\u6301\u3064\u5e74\u3067\u3082\u3042\u308a\u307e\u3059\u3002\u904e\u53bb25\u5e74\u9593\u306b\u308f\u305f\u308a\u3001\u79c1\u305f\u3061\u306f\u5b66\u969b\u7684\u3067\u5883\u754c\u3092\u8d8a\u3048\u305f\u7814\u7a76\u306b\u4e0d\u65ad\u306e\u53d6\u308a\u7d44\u307f\u3092\u3057\u3001AI\u3068\u4eba\u985e\u306e\u672a\u6765\u3092\u3088\u308a\u826f\u3044\u65b9\u5411\u306b\u5c0e\u304f\u753b\u671f\u7684\u306a\u6280\u8853\u3092\u5275\u51fa\u3057\u3066\u304d\u307e\u3057\u305f\u3002\u79c1\u305f\u3061\u306f\u300125\u5468\u5e74\u8a18\u5ff5\u306e\u4e00\u74b0\u3068\u3057\u3066\u3001\u3053\u306eAI\u30d5\u30a9\u30fc\u30e9\u30e0\u3092\u958b\u50ac\u3067\u304d\u308b\u3053\u3068\u3092\u5927\u5909\u5b09\u3057\u304f\u601d\u3063\u3066\u3044\u307e\u3059\u3002 AI\u306e\u9b45\u529b\u7684\u306a\u4e16\u754c\u306b\u65c5\u7acb\u3061\u3001\u305d\u306e\u9650\u308a\u306a\u3044\u53ef\u80fd\u6027\u3092\u63a2\u6c42\u3059\u308b\u3053\u306e\u5553\u767a\u7684\u306a\u96c6\u3044\u306b\u3001\u305c\u3072\u3054\u53c2\u52a0\u304f\u3060\u3055\u3044\u3002\u7686\u3055\u307e\u306e\u3054\u53c2\u52a0\u304c\u3001\u79c1\u305f\u3061\u306e\u8b70\u8ad6\u3092\u8c4a\u304b\u306b\u3057\u3001AI\u306e\u672a\u6765\u3092\u5f62\u4f5c\u308b\u4e0a\u3067\u5927\u304d\u306a\u8ca2\u732e\u3092\u3059\u308b\u3053\u3068\u3067\u3057\u3087\u3046\u3002\u5fc3\u3088\u308a\u304a\u5f85\u3061\u3057\u3066\u304a\u308a\u307e\u3059\uff01<\/p>\n\n\n\n Baining Guo<\/a><\/strong><\/p>\n\n\n\n Distinguished Scientist, Microsoft Research Asia<\/p>\n<\/div>\n<\/div>\n\n\n\n Teruo Fujii (opens in new tab)<\/span><\/a><\/strong> \u85e4\u4e95\u8f1d\u592b<\/strong><\/p>\n\n\n\n President, The University of Tokyo<\/p>\n\n\n\n \u6771\u4eac\u5927\u5b66 \u7dcf\u9577<\/p>\n<\/div>\n<\/div>\n\n\n\n\n\n Teruo Fujii is the 31st President of the University of Tokyo. Prior to taking the President\u2019s office in April 2021, he was Executive Vice President in charge of finance and external relations for the university. He also served as the Director General of the Institute of Industrial Sciences (IIS) of the university from 2015 to 2018. He received his Ph.D. in engineering from UTokyo in 1993 and held research positions at IIS and RIKEN prior to becoming a professor of IIS in 2007.<\/p>\n\n\n\n Dr. Fujii has served as an Executive Member (part-time) of the Council for Science, Technology and Innovation, Cabinet Office, Government of Japan since March 2021. He was also an advisor to the Ministry of Education, Culture, Sports, Science and Technology (MEXT) from 2005 to 2007, co-director of LIMMS-CNRS\/IIS, a joint research laboratory between CNRS of France, and IIS, from 2007 to 2014, and the President of Chemical and Biological Microsystems Society (CBMS) from 2017 to 2019. And he is the Chair of the Subdivision on Ocean Development of the Council for Science and Technology (MEXT) from 2019 to the present.<\/p>\n\n\n\n Dr. Fujii\u2019s research specializes in applied microfluidics systems and underwater technology.<\/p>\n\n\n\n 1993\u5e74\u6771\u4eac\u5927\u5b66\u5927\u5b66\u9662\u5de5\u5b66\u7cfb\u7814\u7a76\u79d1\u535a\u58eb\u8ab2\u7a0b\u4fee\u4e86\u30fb\u535a\u58eb\uff08\u5de5\u5b66\uff09\u3001\u540c\u751f\u7523\u6280\u8853\u7814\u7a76\u6240\u3084\u7406\u5316\u5b66\u7814\u7a76\u6240\u3067\u306e\u52e4\u52d9\u3092\u7d4c\u3066\u30012007\u5e74\u6771\u4eac\u5927\u5b66\u751f\u7523\u6280\u8853\u7814\u7a76\u6240\u6559\u6388\u30012015\u5e74\u540c\u6240\u9577\u30022018\u5e74\u6771\u4eac\u5927\u5b66\u5927\u5b66\u57f7\u884c\u5f79\u30fb\u526f\u5b66\u9577\u30012019\u5e74\u540c\u7406\u4e8b\u30fb\u526f\u5b66\u9577\uff08\u8ca1\u52d9\u3001\u793e\u4f1a\u9023\u643a\u30fb\u7523\u5b66\u5b98\u5354\u5275\u62c5\u5f53\uff09\u3092\u52d9\u3081\u30012021\u5e74\u3088\u308a\u540c\u7dcf\u9577\u306b\u5c31\u4efb\uff08\u73fe\u5728\u306b\u81f3\u308b\uff09\u3002<\/p>\n\n\n\n \u305d\u306e\u4ed6\u30012005\u5e74\u304b\u30892007\u5e74\u307e\u3067\u6587\u90e8\u79d1\u5b66\u7701\u53c2\u4e0e\u30012007\u5e74\u304b\u30892014\u5e74\u307e\u3067\u65e5\u4ecf\u56fd\u969b\u5171\u540c\u7814\u7a76\u30e9\u30dc\uff08LIMMS\uff09\u306e\u5171\u540c\u30c7\u30a3\u30ec\u30af\u30bf\u30fc\u30012017\u5e74\u304b\u30892019\u5e74\u307e\u3067CBMS\uff08Chemical and Biological Microsystems Society\uff09\u4f1a\u9577\u30012021\u5e74\u3088\u308a\u7dcf\u5408\u79d1\u5b66\u6280\u8853\u30fb\u30a4\u30ce\u30d9\u30fc\u30b7\u30e7\u30f3\u4f1a\u8b70\u8b70\u54e1\uff08\u975e\u5e38\u52e4\uff09\u3002\u5c02\u9580\u5206\u91ce\u306f\u5fdc\u7528\u30de\u30a4\u30af\u30ed\u6d41\u4f53\u30b7\u30b9\u30c6\u30e0\u3001\u6d77\u4e2d\u5de5\u5b66\u3002<\/p>\n\n\n\n [Full Video<\/a>]<\/p>\n\n\n\n\n\n Peter Lee<\/a><\/strong><\/p>\n\n\n\n Corporate Vice President, Microsoft Research & Incubations<\/p>\n<\/div>\n<\/div>\n\n\n\n\n\n Dr. Peter Lee is Corporate Vice President of Research and Incubations at Microsoft. He leads Microsoft Research and incubates new research-powered products and lines of business in areas such as artificial intelligence, computing foundations, health, and life sciences. He speaks and writes widely on science and technology trends. Before joining Microsoft in 2010, he was at DARPA, where he established a new technology office that created operational capabilities in machine learning, data science, and computational social science. Prior to that, he was a professor and the head of the computer science department at Carnegie Mellon University. Dr. Lee is a member of the National Academy of Medicine and serves on the Boards of Directors of several institutes for the Allen Institute for Artificial Intelligence, the Brotman Baty Institute for Precision Medicine, and the Kaiser Permanente Bernard J. Tyson School of Medicine. He served on President Obama\u2019s Commission on Enhancing National Cybersecurity and led studies for PCAST and the National Academies. He has testified before both the US House Science and Technology Committee and the US Senate Commerce Committee. With Carey Goldberg and Dr. Isaac Kohane, he is the coauthor of the book, \u201cThe AI Revolution in Medicine: GPT-4 and Beyond.\u201d <\/p>\n\n\n\n Dr. Peter Lee\u306f\u3001Microsoft Research \uff06Incubations\u62c5\u5f53\u30b3\u30fc\u30dd\u30ec\u30fc\u30c8\u30d0\u30a4\u30b9\u30d7\u30ec\u30b8\u30c7\u30f3\u30c8\u3067\u3059\u3002Microsoft Research\u3092\u7387\u3044\u3001\u4eba\u5de5\u77e5\u80fd\u3001\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u57fa\u76e4\u3001\u30d8\u30eb\u30b9\u3001\u30e9\u30a4\u30d5\u30b5\u30a4\u30a8\u30f3\u30b9\u306a\u3069\u306e\u5206\u91ce\u3067\u3001\u7814\u7a76\u3092\u6d3b\u7528\u3057\u305f\u65b0\u88fd\u54c1\u3084\u65b0\u4e8b\u696d\u306e\u30a4\u30f3\u30ad\u30e5\u30d9\u30fc\u30b7\u30e7\u30f3\u3092\u884c\u3046\u307b\u304b\u3001\u79d1\u5b66\u3068\u30c6\u30af\u30ce\u30ed\u30b8\u306e\u30c8\u30ec\u30f3\u30c9\u306b\u3064\u3044\u3066\u5e45\u5e83\u304f\u8b1b\u6f14\u3084\u57f7\u7b46\u6d3b\u52d5\u3092\u884c\u3063\u3066\u3044\u308b\u30022010\u5e74\u306b\u30de\u30a4\u30af\u30ed\u30bd\u30d5\u30c8\u306b\u5165\u793e\u3059\u308b\u4ee5\u524d\u306f\u3001DARPA\uff08\u56fd\u9632\u9ad8\u7b49\u7814\u7a76\u8a08\u753b\u5c40\uff09\u306b\u3066\u3001\u6a5f\u68b0\u5b66\u7fd2\u3001\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u3001\u8a08\u7b97\u793e\u4f1a\u79d1\u5b66\u306e\u904b\u7528\u80fd\u529b\u3092\u5275\u51fa\u3059\u308b\u65b0\u3057\u3044\u30c6\u30af\u30ce\u30ed\u30b8\u30aa\u30d5\u30a3\u30b9\u3092\u8a2d\u7acb\u3002\u305d\u308c\u4ee5\u524d\u306f\u3001\u30ab\u30fc\u30cd\u30ae\u30fc\u30e1\u30ed\u30f3\u5927\u5b66\u306e\u6559\u6388\u304a\u3088\u3073\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30fc\u30b5\u30a4\u30a8\u30f3\u30b9\u5b66\u90e8\u9577\u3092\u52d9\u3081\u305f\u3002\u5168\u7c73\u533b\u5b66\u30a2\u30ab\u30c7\u30df\u30fc\u306e\u30e1\u30f3\u30d0\u30fc\u3067\u3042\u308a\u3001\u30a2\u30ec\u30f3\u4eba\u5de5\u77e5\u80fd\u7814\u7a76\u6240\u3001\u30d6\u30ed\u30fc\u30c8\u30de\u30f3\u30fb\u30d0\u30c6\u30a3\u7cbe\u5bc6\u533b\u7642\u7814\u7a76\u6240\u3001\u30ab\u30a4\u30b6\u30fc\u30fb\u30d1\u30fc\u30de\u30cd\u30f3\u30c6\u30fb\u30d0\u30fc\u30ca\u30fc\u30c9\u30fbJ\u30fb\u30bf\u30a4\u30bd\u30f3\u533b\u79d1\u5927\u5b66\u306a\u3069\u306e\u7406\u4e8b\u3092\u52d9\u3081\u308b\u3002\u30aa\u30d0\u30de\u5927\u7d71\u9818\u306e\u300c\u56fd\u5bb6\u30b5\u30a4\u30d0\u30fc\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u5f37\u5316\u59d4\u54e1\u4f1a\u300d\u306e\u59d4\u54e1\u3092\u52d9\u3081\u3001PCAST\u3084\u5168\u7c73\u30a2\u30ab\u30c7\u30df\u30fc\u306e\u8abf\u67fb\u3092\u4e3b\u5c0e\u3002\u7c73\u4e0b\u9662\u79d1\u5b66\u6280\u8853\u59d4\u54e1\u4f1a\u3068\u7c73\u4e0a\u9662\u5546\u696d\u59d4\u54e1\u4f1a\u306e\u4e21\u65b9\u3067\u8a3c\u8a00\u3092\u884c\u3063\u3066\u3044\u308b\u3002\u30ad\u30e3\u30ea\u30fc\u30fb\u30b4\u30fc\u30eb\u30c9\u30d0\u30fc\u30b0\u3001\u30a2\u30a4\u30b6\u30c3\u30af\u30fb\u30b3\u30cf\u30cd\u535a\u58eb\u3068\u306e\u5171\u8457\u300e\u533b\u7642\u306b\u304a\u3051\u308bAI\u9769\u547d\u300f\uff1a GPT-4 and Beyond “\u306e\u5171\u8457\u8005\u3067\u3042\u308b\u3002<\/p>\n\n\n\n\n\n <\/p>\n\n\n\n\n\n\n\n\n\n The Emergence of General AI for Medicine<\/strong><\/p>\n\n\n\n \u533b\u7642\u7528AI\u306e\u51fa\u73fe<\/strong><\/p>\n\n\n\n Abstract:<\/strong><\/p>\n\n\n\n Large language models such as GPT-4 have emerged as powerful new tools for information work, including aspects of healthcare delivery, healthcare management, and advancing medical science. GPT-4 in particular shows impressive capabilities that go beyond direct medical knowledge, to include even support for patient engagement and medical research. This talk presents highlights of an intensive, year-long study exploring the benefits, limitations, and risks of GPT-4 in medicine. Our fundamental conclusion is that GPT-4 may represent the most important advance in computing technology, with potentially transformative impact on healthcare, and despite having received no specialized training in medicine. Examples will be shown of how the general intelligence of GPT-4 can be used, with implications for the current and future practice of medicine.<\/p>\n\n\n\n GPT-4\u306e\u3088\u3046\u306a\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u306f\u3001\u533b\u7642\u914d\u4fe1\u3001\u533b\u7642\u7ba1\u7406\u3001\u533b\u5b66\u306e\u9032\u6b69\u306a\u3069\u3001\u60c5\u5831\u51e6\u7406\u306b\u304a\u3044\u3066\u5f37\u529b\u306a\u65b0\u3057\u3044\u30c4\u30fc\u30eb\u3068\u3057\u3066\u73fe\u308c\u3066\u3044\u308b\u3002\u7279\u306bGPT-4\u306f\u3001\u76f4\u63a5\u7684\u306a\u533b\u5b66\u7684\u77e5\u8b58\u3092\u8d85\u3048\u3066\u3001\u60a3\u8005\u30a8\u30f3\u30b2\u30fc\u30b8\u30e1\u30f3\u30c8\u3084\u533b\u5b66\u7814\u7a76\u306e\u652f\u63f4\u306b\u307e\u3067\u5370\u8c61\u7684\u306a\u80fd\u529b\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002\u672c\u8b1b\u6f14\u3067\u306f\u3001GPT-4\u304c\u533b\u5b66\u306b\u304a\u3044\u3066\u3069\u306e\u3088\u3046\u306a\u5229\u70b9\u3001\u5236\u9650\u3001\u30ea\u30b9\u30af\u304c\u3042\u308b\u304b\u3092\u63a2\u308b1\u5e74\u9593\u306e\u96c6\u4e2d\u7684\u306a\u7814\u7a76\u306e\u30cf\u30a4\u30e9\u30a4\u30c8\u3092\u7d39\u4ecb\u3059\u308b\u3002\u79c1\u305f\u3061\u306e\u57fa\u672c\u7684\u306a\u7d50\u8ad6\u306f\u3001GPT-4\u304c\u533b\u7642\u306b\u9769\u547d\u7684\u306a\u5f71\u97ff\u3092\u4e0e\u3048\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u3001\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u6280\u8853\u306b\u304a\u3051\u308b\u6700\u3082\u91cd\u8981\u306a\u9032\u6b69\u3092\u8868\u3059\u304b\u3082\u3057\u308c\u306a\u3044\u3068\u3044\u3046\u3053\u3068\u3067\u3059\u3002\u307e\u305f\u3001\u533b\u5b66\u306e\u73fe\u5728\u3068\u5c06\u6765\u306e\u5b9f\u8df5\u306b\u5f71\u97ff\u3092\u4e0e\u3048\u308bGPT-4\u306e\u4e00\u822c\u7684\u77e5\u80fd\u304c\u3069\u306e\u3088\u3046\u306b\u4f7f\u7528\u3055\u308c\u308b\u304b\u306e\u4f8b\u3082\u793a\u3059\u3002<\/p>\n\n\n\n [Full Video<\/a>]<\/p>\n\n\n\n\n\n Sebastien Bubeck<\/a><\/strong><\/p>\n\n\n\n Partner Research Manager, Microsoft Research Redmond<\/p>\n<\/div>\n<\/div>\n\n\n\n\n\n Sebastien Bubeck is a Partner Research Manager at Microsoft Research (MSR). He won multiple awards for his machine learning results around robustness and optimization. Most recently, he has been interested in understanding how intelligence emerges in large language models. With collaborators at MSR, he wrote the Sparks of AGI paper studying the emergent abilities of GPT-4. This work was covered in The New York Times, Wired, This American Life, and more.<\/p>\n\n\n\n Microsoft Research\u306e\u30d1\u30fc\u30c8\u30ca\u30fc\u30ea\u30b5\u30fc\u30c1\u30de\u30cd\u30fc\u30b8\u30e3\u30fc\u3002\u30ed\u30d0\u30b9\u30c8\u6027\u3068\u6700\u9069\u5316\u306b\u95a2\u3059\u308b\u6a5f\u68b0\u5b66\u7fd2\u306e\u6210\u679c\u3067\u8907\u6570\u306e\u8cde\u3092\u53d7\u8cde\u3002\u6700\u8fd1\u3067\u306f\u3001\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u306b\u304a\u3044\u3066\u3069\u306e\u3088\u3046\u306b\u77e5\u80fd\u304c\u51fa\u73fe\u3059\u308b\u304b\u3092\u7406\u89e3\u3059\u308b\u3053\u3068\u306b\u95a2\u5fc3\u3092\u5bc4\u305b\u3066\u3044\u308b\u3002MSR\u306e\u5171\u540c\u7814\u7a76\u8005\u3068\u3068\u3082\u306b\u3001GPT-4\u306e\u51fa\u73fe\u80fd\u529b\u3092\u7814\u7a76\u3059\u308b\u8ad6\u6587\u300cSparks of AGI\u300d\u3092\u57f7\u7b46\u3002\u3053\u306e\u7814\u7a76\u306f\u30cb\u30e5\u30fc\u30e8\u30fc\u30af\u30fb\u30bf\u30a4\u30e0\u30ba\u3001\u30ef\u30a4\u30a2\u30fc\u30c9\u3001\u30c7\u30a3\u30b9\u30fb\u30a2\u30e1\u30ea\u30ab\u30f3\u30fb\u30e9\u30a4\u30d5\u306a\u3069\u3067\u53d6\u308a\u4e0a\u3052\u3089\u308c\u305f\u3002<\/p>\n\n\n\n\n\n\n\n The Small Models Revolution<\/strong><\/p>\n\n\n\n \u5c0f\u898f\u6a21\u30e2\u30c7\u30eb\u9769\u547d<\/strong><\/p>\n\n\n\n Abstract:<\/strong><\/p>\n\n\n\n I will discuss a new method we are pioneering at Microsoft Research to build smaller language models that exhibit many of the properties of the largest language models such as ChatGPT. The focus will be on our latest model, phi-1.5, which is a 1 billion parameters model that can rival competitor with 10 billion or more parameters.<\/p>\n\n\n\n Microsoft Research\u3067\u5148\u99c6\u7684\u306b\u958b\u767a\u3057\u3066\u3044\u308b\u3001ChatGPT\u306e\u3088\u3046\u306a\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u306e\u591a\u304f\u306e\u7279\u6027\u3092\u6301\u3064\u5c0f\u3055\u306a\u8a00\u8a9e\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u3059\u308b\u65b0\u3057\u3044\u65b9\u6cd5\u306b\u3064\u3044\u3066\u3001\u7279\u306b\u3001\u6700\u65b0\u306e\u30e2\u30c7\u30eb\u3067\u3042\u308bphi-1.5\u306b\u7126\u70b9\u3092\u5f53\u3066\u3066\u8b70\u8ad6\u3057\u307e\u3059\u3002 phi-1.5\u306f10\u5104\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u30e2\u30c7\u30eb\u3067\u3001100\u5104\u30d1\u30e9\u30e1\u30fc\u30bf\u4ee5\u4e0a\u306e\u7af6\u5408\u30e2\u30c7\u30eb\u306b\u5339\u6575\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3082\u306e\u3067\u3042\u308b\u3002<\/p>\n\n\n\n [Full Video<\/a>]<\/p>\n\n\n\n\n\n Yukie Nagai (opens in new tab)<\/span><\/a><\/strong> \u9577\u4e95\u5fd7\u6c5f<\/strong><\/p>\n\n\n\n Project Professor, The University of Tokyo<\/p>\n\n\n\n \u6771\u4eac\u5927\u5b66 \u30cb\u30e5\u30fc\u30ed\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30b9\u56fd\u969b\u7814\u7a76\u6a5f\u69cb \u7279\u4efb\u6559\u6388<\/p>\n<\/div>\n<\/div>\n\n\n\n\n\n Yukie Nagai is a Project Professor at the International Research Center for Neurointelligence at the University of Tokyo. She earned her Ph.D. in Engineering from Osaka University in 2004 and subsequently held positions at the National Institute of Information and Communications Technology, Bielefeld University, and Osaka University. Since 2019, she has been leading the Cognitive Developmental Robotics Lab at the University of Tokyo. Her research encompasses cognitive developmental robotics, computational neuroscience, and assistive technologies for developmental disorders. Dr. Nagai’s pioneering work centers on the role of predictive processing in the brain, explaining temporal continuity and individual diversity in cognitive development. In acknowledgment of her work, she received the titles of “World’s 50 Most Renowned Women in Robotics” in 2020 and “35 Women in Robotics Engineering and Science” in 2022, among other recognitions.<\/p>\n\n\n\n 2004\u5e74\u5927\u962a\u5927\u5b66\u3001\u535a\u58eb\uff08\u5de5\u5b66\uff09\u3002\u60c5\u5831\u901a\u4fe1\u7814\u7a76\u6a5f\u69cb\uff08NICT\uff09\u5c02\u653b\u7814\u7a76\u54e1\u3001\u30d3\u30fc\u30ec\u30d5\u30a7\u30eb\u30c8\u5927\u5b66\u30dd\u30b9\u30c9\u30af\u7814\u7a76\u54e1\u3001\u5927\u962a\u5927\u5b66\u7279\u4efb\u51c6\u6559\u6388\u3001NICT\u4e3b\u4efb\u7814\u7a76\u54e1\u3092\u7d4c\u3066\u30012019\u5e74\u3088\u308a\u6771\u4eac\u5927\u5b66\u30cb\u30e5\u30fc\u30ed\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30b9\u56fd\u969b\u7814\u7a76\u6a5f\u69cb\u7279\u4efb\u6559\u6388\u3002\u69cb\u6210\u7684\u30a2\u30d7\u30ed\u30fc\u30c1\u304b\u3089\u4eba\u9593\u306e\u793e\u4f1a\u7684\u8a8d\u77e5\u6a5f\u80fd\u306e\u767a\u9054\u539f\u7406\u3092\u63a2\u308b\u3001\u8a8d\u77e5\u767a\u9054\u30ed\u30dc\u30c6\u30a3\u30af\u30b9\u7814\u7a76\u306b\u5f93\u4e8b\u3002\u8a8d\u77e5\u767a\u9054\u306e\u6642\u9593\u7684\u9023\u7d9a\u6027\u3068\u500b\u4eba\u306e\u591a\u69d8\u6027\u304c\u3001\u8133\u306e\u4e88\u6e2c\u60c5\u5831\u51e6\u7406\u306b\u57fa\u3065\u3044\u3066\u7d71\u4e00\u7684\u306b\u8aac\u660e\u3067\u304d\u308b\u3053\u3068\u3092\u63d0\u6848\u3002\u767a\u9054\u969c\u5bb3\u306e\u6b63\u3057\u3044\u7406\u89e3\u3092\u4fc3\u9032\u3059\u308b\u7406\u8ad6\u3068\u3057\u3066\u9ad8\u3044\u6ce8\u76ee\u3092\u96c6\u3081\u308b\u30022020\u5e74\u306b “World’s 50 Most Renowned Women in Robotics”\u30012022\u5e74\u306b “35 Women in Robotics Engineering and Science” \u306a\u3069\u3092\u53d7\u8cde\u30022016\u5e74\u3088\u308aCREST\u300c\u8a8d\u77e5\u30df\u30e9\u30fc\u30ea\u30f3\u30b0\u300d\u30012021\u5e74\u3088\u308aCREST\u300c\u8a8d\u77e5\u30d5\u30a3\u30fc\u30ea\u30f3\u30b0\u300d\u306e\u7814\u7a76\u4ee3\u8868\u8005\u3002<\/p>\n\n\n\n\n\n <\/p>\n\n\n\n\n\n\n\n\n\n AI for Neurodiverse Society<\/strong><\/p>\n\n\n\n AI\u304c\u5b9f\u73fe\u3059\u308b\u30cb\u30e5\u30fc\u30ed\u30c0\u30a4\u30d0\u30fc\u30b7\u30c6\u30a3\u793e\u4f1a<\/strong><\/p>\n\n\n\n Abstract:<\/strong><\/p>\n\n\n\n Neurodiversity refers to the concept of recognizing cognitive differences originating from the brain and nervous system, including developmental disorders, as diversity rather than superiority or inferiority. It emphasizes mutual respect for these differences. Our research group has been working on the development of AI systems that visualize cognitive characteristics to foster a neurodiverse society. We aim to constructively understand the neural modulations that lead to diverse perceptions and actions through neural networks and, furthermore, to promote self-awareness and reduce stigmatization by visualizing cognitive processes using robots and VR systems. In this talk, I will discuss the principles of human intelligence and development revealed by the latest AI research and our efforts for societal contributions based on this knowledge.<\/p>\n\n\n\n \u30cb\u30e5\u30fc\u30ed\u30c0\u30a4\u30d0\u30fc\u30b7\u30c6\u30a3\u3068\u306f\u3001\u767a\u9054\u969c\u5bb3\u3092\u542b\u3080\u8133\u3084\u795e\u7d4c\u306b\u7531\u6765\u3059\u308b\u8a8d\u77e5\u6a5f\u80fd\u306e\u9055\u3044\u3092\u3001\u512a\u52a3\u3067\u306f\u306a\u304f\u591a\u69d8\u6027\u3068\u6349\u3048\u3066\u3001\u76f8\u4e92\u306b\u5c0a\u91cd\u3057\u5408\u3046\u8003\u3048\u65b9\u306e\u3053\u3068\u3092\u6307\u3059\u3002\u8b1b\u6f14\u8005\u306f\u3001\u30cb\u30e5\u30fc\u30ed\u30c0\u30a4\u30d0\u30fc\u30b7\u30c6\u30a3\u793e\u4f1a\u306e\u5b9f\u73fe\u306b\u5411\u3051\u3066\u3001AI\u3092\u6d3b\u7528\u3057\u305f\u8a8d\u77e5\u7279\u6027\u306e\u898b\u3048\u308b\u5316\u6280\u8853\u306e\u958b\u767a\u306b\u53d6\u308a\u7d44\u3093\u3067\u304d\u305f\u3002\u591a\u69d8\u306a\u77e5\u899a\u3084\u904b\u52d5\u304c\u3069\u306e\u3088\u3046\u306a\u795e\u7d4c\u6d3b\u52d5\u306e\u5909\u8abf\u306b\u3088\u3063\u3066\u751f\u3058\u308b\u306e\u304b\u3092\u3001\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092\u7528\u3044\u3066\u69cb\u6210\u7684\u306b\u7406\u89e3\u3057\u3001\u305d\u306e\u7406\u89e3\u306b\u57fa\u3065\u3044\u3066\u3001\u77e5\u899a\u304b\u3089\u904b\u52d5\u306b\u81f3\u308b\u8a8d\u77e5\u904e\u7a0b\u3092\u30ed\u30dc\u30c3\u30c8\u3084VR\u3092\u7528\u3044\u3066\u53ef\u8996\u5316\u3059\u308b\u3053\u3068\u3067\u3001\u81ea\u5df1\u8a8d\u77e5\u306e\u4fc3\u9032\u3084\u30b9\u30c6\u30a3\u30b0\u30de\u306e\u8efd\u6e1b\u3092\u76ee\u6307\u3059\u7814\u7a76\u3067\u3042\u308b\u3002\u672c\u8b1b\u6f14\u3067\u306f\u3001\u6700\u65b0\u306eAI\u7814\u7a76\u306b\u3088\u3063\u3066\u660e\u3089\u304b\u306b\u306a\u3063\u305f\u4eba\u306e\u77e5\u80fd\u3068\u767a\u9054\u306e\u539f\u7406\u3068\u3001\u305d\u308c\u3092\u6d3b\u7528\u3057\u305f\u793e\u4f1a\u8ca2\u732e\u306e\u53d6\u308a\u7d44\u307f\u3092\u7d39\u4ecb\u3059\u308b\u3002<\/p>\n\n\n\n [Full Video<\/a>]<\/p>\n\n\n\n\n\n Ece Kamar<\/a><\/strong><\/p>\n\n\n\n Deputy Lab Director, Microsoft Research Redmond<\/p>\n<\/div>\n<\/div>\n\n\n\n\n\n Dr. Ece Kamar is a Partner Research Area Manager and Deputy Lab Director at Microsoft Research Redmond overseeing the research on Human-centered AI and Experiences. Ece serves as the Technical Advisor of Microsoft’s company-wide committee on AI, Ethics and Effects in Engineering and Research (AETHER). She is also an affiliate faculty at the University of Washington. Ece received her Ph.D. from Harvard University. Her research investigates research problems at the intersection of AI systems, people, and our society; exploring how limitations of AI systems lead to concerns around biases, reliability and safety problems, investigating novel ways for AI systems to support people, and finally developing frameworks for human-AI teamwork for complementarity.<\/p>\n\n\n\n Dr. Ece Kamar\u306f\u3001Microsoft Research Redmond\u306e\u30d1\u30fc\u30c8\u30ca\u30fc\u30ea\u30b5\u30fc\u30c1\u30a8\u30ea\u30a2\u30de\u30cd\u30fc\u30b8\u30e3\u30fc\u517c\u526f\u30e9\u30dc\u9577\u3067\u3001\u4eba\u9593\u4e2d\u5fc3\u306eAI\u3068\u30a8\u30af\u30b9\u30da\u30ea\u30a8\u30f3\u30b9\u306b\u95a2\u3059\u308b\u7814\u7a76\u3092\u7d71\u62ec\u3057\u3066\u3044\u308b\u3002\u30de\u30a4\u30af\u30ed\u30bd\u30d5\u30c8\u306eAI\u3001\u502b\u7406\u3001\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u3001\u7814\u7a76\u306b\u304a\u3051\u308b\u5f71\u97ff\u306b\u95a2\u3059\u308b\u5168\u793e\u59d4\u54e1\u4f1a\uff08AETHER\uff09\u306e\u6280\u8853\u9867\u554f\u3092\u52d9\u3081\u308b\u3002\u307e\u305f\u3001\u30ef\u30b7\u30f3\u30c8\u30f3\u5927\u5b66\u306e\u5ba2\u54e1\u6559\u6388\u3067\u3082\u3042\u308b\u3002\u30cf\u30fc\u30d0\u30fc\u30c9\u5927\u5b66\u3067\u535a\u58eb\u53f7\u3092\u53d6\u5f97\u3002\u5f7c\u5973\u306e\u7814\u7a76\u306f\u3001AI\u30b7\u30b9\u30c6\u30e0\u3001\u4eba\u9593\u3001\u793e\u4f1a\u306e\u4ea4\u5dee\u70b9\u306b\u304a\u3051\u308b\u7814\u7a76\u554f\u984c\u3092\u8abf\u67fb\u3059\u308b\u3082\u306e\u3067\u3001AI\u30b7\u30b9\u30c6\u30e0\u306e\u9650\u754c\u304c\u3069\u306e\u3088\u3046\u306b\u30d0\u30a4\u30a2\u30b9\u3001\u4fe1\u983c\u6027\u3001\u5b89\u5168\u6027\u554f\u984c\u306e\u61f8\u5ff5\u306b\u3064\u306a\u304c\u308b\u304b\u3092\u63a2\u6c42\u3057\u3001AI\u30b7\u30b9\u30c6\u30e0\u304c\u4eba\u9593\u3092\u30b5\u30dd\u30fc\u30c8\u3059\u308b\u305f\u3081\u306e\u65b0\u3057\u3044\u65b9\u6cd5\u3092\u7814\u7a76\u3057\u3001\u6700\u7d42\u7684\u306b\u306f\u4eba\u9593\u3068AI\u304c\u88dc\u5b8c\u3057\u5408\u3046\u305f\u3081\u306e\u30c1\u30fc\u30e0\u30ef\u30fc\u30af\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u958b\u767a\u3057\u3066\u3044\u308b\u3002<\/p>\n\n\n\n\n\n\n\n Phase Transition in AI<\/strong><\/p>\n\n\n\n AI\u306e\u76f8\u8ee2\u79fb<\/strong><\/p>\n\n\n\n Abstract:<\/strong><\/p>\n\n\n\n Recent AI advances, such as ChatGPT and more powerful GPT-4, surprised the world with new capabilities and fueled concerns around societal impact. In this talk, I will present a view to these advances from the lens of as a researcher tasked with responsible deployment of this technology in the real-world. I will discuss why we are at a phase transition in AI, both in terms of the immense potential for impact as well as rising risks that need to be mitigated by sociotechnical solutions. I will conclude with a discussion of the sociotechnical implications of AI technologies in the way we live and work.<\/p>\n\n\n\n ChatGPT\u3084\u3088\u308a\u5f37\u529b\u306aGPT-4\u306a\u3069\u306e\u6700\u8fd1\u306eAI\u306e\u9032\u6b69\u306f\u3001\u65b0\u3057\u3044\u80fd\u529b\u3067\u4e16\u754c\u3092\u9a5a\u304b\u305b\u3001\u793e\u4f1a\u7684\u5f71\u97ff\u306b\u95a2\u3059\u308b\u61f8\u5ff5\u3092\u717d\u3063\u3066\u3044\u308b\u3002\u3053\u306e\u8b1b\u6f14\u3067\u306f\u3001\u73fe\u5b9f\u4e16\u754c\u3067\u3053\u306e\u6280\u8853\u3092\u8cac\u4efb\u3042\u308b\u5f62\u3067\u5c55\u958b\u3059\u308b\u3068\u3044\u3046\u8ab2\u984c\u306b\u53d6\u308a\u7d44\u3080\u7814\u7a76\u8005\u3068\u3057\u3066\u3001\u3053\u308c\u3089\u306e\u9032\u6b69\u306b\u5bfe\u3059\u308b\u898b\u89e3\u3092\u63d0\u793a\u3059\u308b\u3002\u79c1\u305f\u3061\u306fAI\u306e\u76f8\u8ee2\u79fb\uff08\u6bb5\u968e\u79fb\u884c\uff09\u306b\u3042\u308b\u3068\u3044\u3046\u3053\u3068\u3001\u3064\u307e\u308a\u3001\u5f71\u97ff\u529b\u306e\u9ad8\u3055\u3068\u540c\u6642\u306b\u5897\u5927\u3059\u308b\u30ea\u30b9\u30af\u3092\u793e\u4f1a\u6280\u8853\u7684\u306a\u89e3\u6c7a\u7b56\u3067\u7de9\u548c\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u3068\u3044\u3046\u3053\u3068\u3092\u8b70\u8ad6\u3059\u308b\u3002\u6700\u5f8c\u306b\u3001AI\u6280\u8853\u304c\u79c1\u305f\u3061\u306e\u751f\u6d3b\u3084\u4ed5\u4e8b\u306e\u65b9\u6cd5\u306b\u53ca\u307c\u3059\u793e\u4f1a\u6280\u8853\u7684\u306a\u610f\u5473\u5408\u3044\u306b\u3064\u3044\u3066\u8a71\u3057\u5408\u3046\u3002<\/p>\n\n\n\n [Full Video<\/a>]<\/p>\n\n\n\n\n\n Lidong Zhou<\/a><\/strong><\/p>\n\n\n\n Corporate Vice President, Microsoft Research Asia<\/p>\n<\/div>\n<\/div>\n\n\n\n\n\n Dr. Lidong Zhou is a corporate vice president of Microsoft, chief scientist of Microsoft Asia Pacific R&D Group and managing director of Microsoft Research Asia, responsible for the lab\u2019s overall research and development activities, as well as collaborations with academic and industrial partners in the Asia Pacific region.<\/p>\n\n\n\n Dr. Zhou joined Microsoft in 2002 and has worked at Microsoft Research\u2019s Silicon Valley lab as a researcher, at the Redmond lab as a principal researcher and Research Manager of the Systems Research Group, and at the Asia lab as Assistant Managing Director. In 2021, he was appointed as the Managing Director of Microsoft Research Asia.<\/p>\n\n\n\n Besides his management role, Dr. Zhou is a renowned computer scientist specializing in computer systems research. Throughout his career, he has been continuously advancing the state of the art in scalable, reliable, and trustworthy distributed systems. As a key technical lead for Microsoft in the design and development of large-scale distributed systems, Dr. Zhou has initiated and successfully led a series of important distributed system projects that support a wide range of Microsoft products and services, from search engines and big data infrastructure to cloud systems and AI infrastructure.<\/p>\n\n\n\n Dr. Zhou is both an ACM Fellow and an IEEE Fellow. He serves on the editorial board of ACM Transactions on Computer Systems, ACM Transactions on Storage, and IEEE Transactions on Computers. He chairs the ACM Software System Award Committee and serves on the steering committee of the biennial ACM Symposium on Operating Systems Principles (SOSP).<\/p>\n\n\n\n Dr. Zhou received his Ph.D. and M.S. in Computer Science from Cornell University and a B.S. in Computer Science from Fudan University.<\/p>\n\n\n\n Dr. Lidong Zhou\u306f\u3001Microsoft\u306e\u30b3\u30fc\u30dd\u30ec\u30fc\u30c8\u30d0\u30a4\u30b9\u30d7\u30ec\u30b8\u30c7\u30f3\u30c8\u3001Microsoft Asia Pacific R&D Group\u306e\u30c1\u30fc\u30d5\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u3001Microsoft Research Asia\u306e\u30de\u30cd\u30fc\u30b8\u30f3\u30b0\u30c7\u30a3\u30ec\u30af\u30bf\u30fc\u3067\u3042\u308a\u3001\u30e9\u30dc\u306e\u5168\u4f53\u7684\u306a\u7814\u7a76\u958b\u767a\u6d3b\u52d5\u3001\u304a\u3088\u3073\u30a2\u30b8\u30a2\u592a\u5e73\u6d0b\u5730\u57df\u306e\u5b66\u8853\u304a\u3088\u3073\u7523\u696d\u30d1\u30fc\u30c8\u30ca\u30fc\u3068\u306e\u30b3\u30e9\u30dc\u30ec\u30fc\u30b7\u30e7\u30f3\u3092\u62c5\u5f53\u3057\u3066\u3044\u308b\u3002<\/p>\n\n\n\n Dr. Zhou\u306f 2002 \u5e74\u306b\u30de\u30a4\u30af\u30ed\u30bd\u30d5\u30c8\u306b\u5165\u793e\u3057\u3001Microsoft Research\u306e\u30b7\u30ea\u30b3\u30f3\u30d0\u30ec\u30fc \u30e9\u30dc\u3067\u7814\u7a76\u54e1\u3068\u3057\u3066\u3001\u30ec\u30c9\u30e2\u30f3\u30c9\u30e9\u30dc\u3067\u30b7\u30b9\u30c6\u30e0\u7814\u7a76\u30b0\u30eb\u30fc\u30d7\u306e\u4e3b\u4efb\u7814\u7a76\u54e1\u517c\u30ea\u30b5\u30fc\u30c1 \u30de\u30cd\u30fc\u30b8\u30e3\u30fc\u3068\u3057\u3066\u3001\u30a2\u30b8\u30a2\u30e9\u30dc\u3067\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8 \u30de\u30cd\u30fc\u30b8\u30f3\u30b0 \u30c7\u30a3\u30ec\u30af\u30bf\u30fc\u3068\u3057\u3066\u52e4\u52d9\u3057\u3066\u304d\u305f\u306e\u3061\u30012021\u5e74\u3001Microsoft Research Asia\u306e\u30de\u30cd\u30fc\u30b8\u30f3\u30b0\u30c7\u30a3\u30ec\u30af\u30bf\u30fc\u306b\u4efb\u547d\u3055\u308c\u305f\u3002Dr. Zhou\u306f\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30b7\u30b9\u30c6\u30e0\u306e\u7814\u7a76\u3092\u5c02\u9580\u3068\u3059\u308b\u6709\u540d\u306a\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u79d1\u5b66\u8005\u3067\u3042\u308b\u3002\u5f7c\u306e\u30ad\u30e3\u30ea\u30a2\u3092\u901a\u3058\u3066\u3001\u5f7c\u306f\u30b9\u30b1\u30fc\u30e9\u30d6\u30eb\u3067\u4fe1\u983c\u6027\u304c\u9ad8\u304f\u3001\u4fe1\u983c\u3067\u304d\u308b\u5206\u6563\u30b7\u30b9\u30c6\u30e0\u306e\u6700\u5148\u7aef\u3092\u7d99\u7d9a\u7684\u306b\u9032\u6b69\u3055\u305b\u3066\u304d\u305f\u3002\u5927\u898f\u6a21\u306a\u5206\u6563\u30b7\u30b9\u30c6\u30e0\u306e\u8a2d\u8a08\u3068\u958b\u767a\u306b\u304a\u3051\u308b\u30de\u30a4\u30af\u30ed\u30bd\u30d5\u30c8\u306e\u4e3b\u8981\u306a\u30c6\u30af\u30cb\u30ab\u30eb \u30ea\u30fc\u30c0\u30fc\u3068\u3057\u3066\u3001\u691c\u7d22\u30a8\u30f3\u30b8\u30f3\u3084\u30d3\u30c3\u30b0 \u30c7\u30fc\u30bf \u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u304b\u3089\u30af\u30e9\u30a6\u30c9 \u30b7\u30b9\u30c6\u30e0\u3084 AI \u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u307e\u3067\u3001\u5e45\u5e83\u3044\u30de\u30a4\u30af\u30ed\u30bd\u30d5\u30c8\u306e\u88fd\u54c1\u3068\u30b5\u30fc\u30d3\u30b9\u3092\u30b5\u30dd\u30fc\u30c8\u3059\u308b\u4e00\u9023\u306e\u91cd\u8981\u306a\u5206\u6563\u30b7\u30b9\u30c6\u30e0 \u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u958b\u59cb\u3057\u3001\u6210\u529f\u88cf\u306b\u4e3b\u5c0e\u3057\u3066\u304d\u305f\u3002Dr. Zhou\u306fACM\u30d5\u30a7\u30ed\u30fc\u3067\u3042\u308a\u3001IEEE\u30d5\u30a7\u30ed\u30fc\u3067\u3082\u3042\u308b\u3002\u5f7c\u306f\u3001\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30b7\u30b9\u30c6\u30e0\u4e0a\u306eACM\u30c8\u30e9\u30f3\u30b6\u30af\u30b7\u30e7\u30f3\u3001\u30b9\u30c8\u30ec\u30fc\u30b8\u4e0a\u306eACM\u30c8\u30e9\u30f3\u30b6\u30af\u30b7\u30e7\u30f3\u3001\u304a\u3088\u3073\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u4e0a\u306eIEEE\u30c8\u30e9\u30f3\u30b6\u30af\u30b7\u30e7\u30f3\u306e\u7de8\u96c6\u59d4\u54e1\u4f1a\u306e\u59d4\u54e1\u3092\u52d9\u3081\u3066\u3044\u308b\u3002ACM Software System Award Committee\u306e\u59d4\u54e1\u9577\u3092\u52d9\u3081\u3001\u9694\u5e74\u958b\u50ac\u306eACM Symposium on Operating Systems Principles (SOSP)\u306e\u904b\u55b6\u59d4\u54e1\u3092\u52d9\u3081\u3066\u3044\u308b\u3002Dr. Zhou\u306f\u3001\u30b3\u30fc\u30cd\u30eb\u5927\u5b66\u3067\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30fc\u30b5\u30a4\u30a8\u30f3\u30b9\u306e\u535a\u58eb\u53f7\u3068\u4fee\u58eb\u53f7\u3092\u3001\u5fa9\u65e6\u5927\u5b66\u3067\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30fc\u30b5\u30a4\u30a8\u30f3\u30b9\u306e\u7406\u5b66\u58eb\u53f7\u3092\u53d6\u5f97\u3057\u3066\u3044\u308b\u3002<\/p>\n\n\n\n\n\n <\/p>\n\n\n\n\n\n\n\n\n\n Bridging Disciplines: Exploring the Frontiers of New Computing Paradigms<\/strong><\/p>\n\n\n\n \u5206\u91ce\u6a2a\u65ad\u306e\u67b6\u3051\u6a4b\uff1a\u65b0\u3057\u3044\u8a08\u7b97\u30d1\u30e9\u30c0\u30a4\u30e0\u306e\u30d5\u30ed\u30f3\u30c6\u30a3\u30a2\u3092\u63a2\u308b<\/strong><\/p>\n\n\n\n Abstract:<\/strong><\/p>\n\n\n\n Artificial Intelligence (AI) is revolutionizing our world at an unparalleled pace, transforming a diverse array of disciplines and sectors. Simultaneously, the intersection of AI with these disciplines has significantly advanced its development. This talk will explore the research frontiers that Microsoft Research Asia is pioneering, aiming to define the new paradigm of computing in the AI era. We apply AI in cultural preservation, humanities, and natural sciences, not only accelerating their progress but also enhancing our understanding of AI. As we strive to solve some of the world\u2019s most pressing challenges, the importance of interdisciplinary research becomes increasingly evident.<\/p>\n\n\n\n \u4eba\u5de5\u77e5\u80fd\uff08AI\uff09\u306f\u3001\u3055\u307e\u3056\u307e\u306a\u5206\u91ce\u3084\u30bb\u30af\u30bf\u30fc\u3092\u5909\u9769\u3059\u308b\u304b\u3064\u3066\u306a\u3044\u901f\u3055\u3067\u4e16\u754c\u306b\u9769\u547d\u3092\u8d77\u3053\u3057\u3066\u3044\u308b\u3002\u540c\u6642\u306b\u3001AI\u3068\u3053\u308c\u3089\u306e\u5206\u91ce\u306e\u4ea4\u5dee\u70b9\u306f\u3001AI\u306e\u767a\u5c55\u3092\u5927\u304d\u304f\u4fc3\u9032\u3057\u3066\u3044\u308b\u3002\u3053\u306e\u8b1b\u6f14\u3067\u306f\u3001Microsoft Research Asia\u304c\u5148\u99c6\u7684\u306b\u53d6\u308a\u7d44\u3093\u3067\u3044\u308b\u7814\u7a76\u30d5\u30ed\u30f3\u30c6\u30a3\u30a2\u3092\u63a2\u308a\u3001AI\u6642\u4ee3\u306e\u65b0\u3057\u3044\u8a08\u7b97\u30d1\u30e9\u30c0\u30a4\u30e0\u3092\u5b9a\u7fa9\u3059\u308b\u3053\u3068\u3092\u76ee\u6307\u3059\u3002\u79c1\u305f\u3061\u306f\u3001\u6587\u5316\u4fdd\u5b58\u3001\u4eba\u6587\u5b66\u3001\u81ea\u7136\u79d1\u5b66\u306a\u3069\u306bAI\u3092\u5fdc\u7528\u3057\u3001\u305d\u308c\u3089\u306e\u9032\u6b69\u3092\u52a0\u901f\u3059\u308b\u3060\u3051\u3067\u306a\u304f\u3001AI\u3078\u306e\u7406\u89e3\u3082\u6df1\u3081\u3066\u3044\u308b\u3002\u79c1\u305f\u3061\u306f\u4e16\u754c\u306e\u6700\u3082\u5207\u8feb\u3057\u305f\u8ab2\u984c\u306e\u3044\u304f\u3064\u304b\u3092\u89e3\u6c7a\u3057\u3088\u3046\u3068\u52aa\u529b\u3059\u308b\u4e2d\u3067\u3001\u5b66\u969b\u7684\u7814\u7a76\u306e\u91cd\u8981\u6027\u304c\u307e\u3059\u307e\u3059\u660e\u3089\u304b\u306b\u306a\u3063\u3066\u3044\u308b\u3002<\/p>\n\n\n\n [Full Video<\/a>]<\/p>\n\n\n\n\n\n Dongsheng Li<\/a><\/strong><\/p>\n\n\n\n Principal Research Manager, Microsoft Research Asia<\/p>\n<\/div>\n<\/div>\n\n\n\n\n\n Dongsheng Li is currently a principal research manager with Microsoft Research Asia (Shanghai). His research interests include machine learning and its application in health. Recently, his team has been working towards better understanding the human brain with AI and applying the insights to improve brain health and design brain-inspired AI.<\/p>\n\n\n\n Dongsheng Li\u306f\u73fe\u5728\u3001Microsoft Research Asia (Shanghai) \u306e\u30d7\u30ea\u30f3\u30b7\u30d1\u30eb \u30ea\u30b5\u30fc\u30c1 \u30de\u30cd\u30fc\u30b8\u30e3\u30fc\u3067\u3042\u308b\u3002\u5f7c\u306e\u7814\u7a76\u5bfe\u8c61\u306b\u306f\u3001\u6a5f\u68b0\u5b66\u7fd2\u3068\u305d\u306e\u30d8\u30eb\u30b9\u5206\u91ce\u3078\u306e\u5fdc\u7528\u304c\u542b\u307e\u308c\u3066\u3044\u308b\u3002\u6700\u8fd1\u3001\u5f7c\u306e\u30c1\u30fc\u30e0\u306f\u3001AI\u3092\u4f7f\u7528\u3057\u3066\u4eba\u9593\u306e\u8133\u3092\u3088\u308a\u3088\u304f\u7406\u89e3\u3057\u3001\u305d\u306e\u6d1e\u5bdf\u3092\u9069\u7528\u3057\u3066\u8133\u306e\u5065\u5eb7\u3092\u6539\u5584\u3057\u3001\u8133\u306b\u89e6\u767a\u3055\u308c\u305fAI\u3092\u8a2d\u8a08\u3059\u308b\u3053\u3068\u306b\u53d6\u308a\u7d44\u3093\u3067\u3044\u308b\u3002<\/p>\n\n\n\n\n\n\n\n Unveiling the Secrets of Brain Signals: From Foundation to Applications<\/strong><\/p>\n\n\n\n \u8133\u4fe1\u53f7\u306e\u79d8\u5bc6\u3092\u89e3\u304d\u660e\u304b\u3059:\u57fa\u790e\u304b\u3089\u5fdc\u7528\u307e\u3067<\/strong><\/p>\n\n\n\n Abstract:<\/strong><\/p>\n\n\n\n Electroencephalogram (EEG) is a crucial physiological signal used for monitoring brain state in clinical and research settings. To better understand EEG signals, we build the first EEG foundation model to address the heterogeneity of EEG data in real-world scenarios, which can take all kinds of EEG data as input and help with all kinds of EEG related machine learning tasks. Then, we leverage the EEG foundation model to detect brain diseases and decode brain signals, showcasing its potential to enhance our understanding of brain activities.<\/p>\n\n\n\n \u8133\u6ce2(EEG)\u306f\u3001\u81e8\u5e8a\u304a\u3088\u3073\u7814\u7a76\u74b0\u5883\u3067\u8133\u306e\u72b6\u614b\u3092\u76e3\u8996\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u308b\u91cd\u8981\u306a\u751f\u7406\u5b66\u7684\u4fe1\u53f7\u3067\u3042\u308b\u3002EEG\u4fe1\u53f7\u3092\u3088\u308a\u3088\u304f\u7406\u89e3\u3059\u308b\u305f\u3081\u306b\u3001\u3042\u3089\u3086\u308b\u7a2e\u985e\u306eEEG\u30c7\u30fc\u30bf\u3092\u5165\u529b\u3068\u3057\u3066\u53d7\u3051\u53d6\u308a\u3001\u3042\u3089\u3086\u308b\u7a2e\u985e\u306eEEG\u95a2\u9023\u306e\u6a5f\u68b0\u5b66\u7fd2\u30bf\u30b9\u30af\u3092\u652f\u63f4\u3067\u304d\u308b\u3001\u5b9f\u969b\u306e\u30b7\u30ca\u30ea\u30aa\u3067\u306eEEG\u30c7\u30fc\u30bf\u306e\u4e0d\u5747\u4e00\u6027\u306b\u5bfe\u51e6\u3059\u308b\u6700\u521d\u306eEEG\u57fa\u76e4\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u3059\u308b\u3002\u6b21\u306b\u3001\u8133\u6ce2\u57fa\u76e4\u30e2\u30c7\u30eb\u3092\u6d3b\u7528\u3057\u3066\u8133\u75be\u60a3\u3092\u691c\u51fa\u3057\u3001\u8133\u4fe1\u53f7\u3092\u89e3\u8aad\u3057\u3001\u8133\u6d3b\u52d5\u306e\u7406\u89e3\u3092\u6df1\u3081\u308b\u53ef\u80fd\u6027\u3092\u793a\u3059\u3002<\/p>\n\n\n\n\n\n Xing Xie<\/a><\/strong><\/p>\n\n\n\n Senior Principal Research Manager, Microsoft Research Asia<\/p>\n<\/div>\n<\/div>\n\n\n\n\n\n Dr. Xing Xie is currently a senior principal research manager of Microsoft Research Asia. He received his B.S. and Ph.D. degrees in Computer Science from the University of Science and Technology of China in 1996 and 2001, respectively. He joined Microsoft Research Asia in July 2001, working on data mining, social computing and responsible AI. During the past years, he has published over 400 papers, won the IEEE MDM 2023 test-of-time award, the ACM SIGKDD 2022 test-of-time award, the ACM SIGKDD China 2021 test of time award, the 10-year impact award honorable mention in ACM SIGSPATIAL 2020, the 10-year impact award in ACM SIGSPATIAL 2019, the best student paper award in KDD 2016, and the best paper awards in ICDM 2013 and UIC 2010. He currently serves on the editorial boards of ACM Transactions on Recommender Systems, ACM Transactions on Social Computing, ACM Transactions on Intelligent Systems and Technology, CCF Transactions on Pervasive Computing and Interaction. He is a Fellow of China Computer Federation and the IEEE, and a Distinguished Member of ACM.<\/p>\n\n\n\n Dr. Xing Xie\u306f\u73fe\u5728\u3001Microsoft Research Asia\u306e\u30b7\u30cb\u30a2\u30d7\u30ea\u30f3\u30b7\u30d1\u30eb\u30ea\u30b5\u30fc\u30c1\u30de\u30cd\u30fc\u30b8\u30e3\u30fc\u3067\u3042\u308b\u30021996\u5e74\u30682001\u5e74\u306b\u4e2d\u56fd\u79d1\u5b66\u6280\u8853\u5927\u5b66\u3067\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u306e\u5b66\u58eb\u53f7\u3068\u535a\u58eb\u53f7\u3092\u53d6\u5f97\u30022001 \u5e74 7 \u6708\u306bMicrosoft Research Asia\u306b\u5165\u793e\u3057\u3001\u30c7\u30fc\u30bf \u30de\u30a4\u30cb\u30f3\u30b0\u3001\u30bd\u30fc\u30b7\u30e3\u30eb \u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u3001\u8cac\u4efb\u3042\u308b AI\u306a\u3069\u306e\u7814\u7a76 \u306b\u53d6\u308a\u7d44\u3093\u3067\u3044\u308b\u3002\u904e\u53bb\u6570\u5e74\u9593\u3001\u5f7c\u306f400\u4ee5\u4e0a\u306e\u8ad6\u6587\u3092\u767a\u8868\u3057\u3001IEEE MDM 2023\u30c6\u30b9\u30c8\u30aa\u30d6\u30bf\u30a4\u30e0\u8cde\u3001ACM SIGKDD 2022\u30c6\u30b9\u30c8\u30aa\u30d6\u30bf\u30a4\u30e0\u8cde\u3001ACM SIGKDD China 2021\u30c6\u30b9\u30c8\u30aa\u30d6\u30bf\u30a4\u30e0\u8cde\u3001ACM SIGSPATIAL 2020\u306710\u5e74\u30a4\u30f3\u30d1\u30af\u30c8\u30a2\u30ef\u30fc\u30c9\u4f73\u4f5c\u3001ACM SIGSPATIAL 2019\u306710\u5e74\u30a4\u30f3\u30d1\u30af\u30c8\u8cde\u3001KDD 2016\u3067\u6700\u512a\u79c0\u5b66\u751f\u8ad6\u6587\u8cde\u3092\u53d7\u8cde\u3057\u305f\u3002 ICDM 2013\u3068UIC2010\u3067\u6700\u512a\u79c0\u8ad6\u6587\u8cde\u3092\u53d7\u8cde\u3002\u5f7c\u306f\u73fe\u5728\u3001ACM Transactions on Recommender Systems\u3001ACM Transactions on Social Computing\u3001ACM Transactions on Intelligent Systems and Technology\u3001CCF Transactions on Pervasive Computing and Interaction\u306e\u7de8\u96c6\u59d4\u54e1\u3092\u52d9\u3081\u3066\u3044\u308b\u3002\u5f7c\u306f\u4e2d\u56fd\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u9023\u76df\u3068IEEE\u306e\u30d5\u30a7\u30ed\u30fc\u3067\u3042\u308a\u3001ACM\u306e\u7279\u5225\u4f1a\u54e1\u3067\u3042\u308b\u3002<\/p>\n\n\n\n\n\n\n\n Societal AI: Tackling AI Challenges with Social Science Insights<\/strong><\/p>\n\n\n\n \u793e\u4f1a\u306e\u4e2d\u306eAI\uff1a\u793e\u4f1a\u79d1\u5b66\u3067AI\u306e\u8ab2\u984c\u306b\u6311\u3080<\/strong><\/p>\n\n\n\n Abstract:<\/strong><\/p>\n\n\n\n With the widespread application of artificial intelligence globally, its impact across various fields is becoming increasingly prominent. We advocate for the development of an interdisciplinary research framework, with a focus on the integration of AI and social sciences, to ensure that technological advancements remain aligned with core human values and objectives. We will delve into the challenges faced by AI, as well as the roles played by law, psychology, and sociology in addressing them. Through this interdisciplinary perspective, we aim to promote a development path for AI that is more responsible, transparent, and in line with human interests.<\/p>\n\n\n\n \u4eba\u5de5\u77e5\u80fd\uff08AI\uff09\u306e\u4e16\u754c\u7684\u306a\u5fdc\u7528\u304c\u5e83\u304c\u308b\u306b\u3064\u308c\u3066\u3001\u3055\u307e\u3056\u307e\u306a\u5206\u91ce\u306b\u53ca\u307c\u3059\u5f71\u97ff\u304c\u307e\u3059\u307e\u3059\u9855\u8457\u306b\u306a\u3063\u3066\u3044\u308b\u3002\u79c1\u305f\u3061\u306f\u3001\u6280\u8853\u7684\u9032\u6b69\u304c\u4eba\u9593\u306e\u4fa1\u5024\u89b3\u3084\u76ee\u6a19\u3068\u4e00\u81f4\u3059\u308b\u3088\u3046\u306b\u3059\u308b\u305f\u3081\u306b\u3001AI\u3068\u793e\u4f1a\u79d1\u5b66\u306e\u7d71\u5408\u3092\u91cd\u8996\u3057\u305f\u5b66\u969b\u7684\u306a\u7814\u7a76\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306e\u958b\u767a\u3092\u63d0\u5531\u3059\u308b\u3002\u79c1\u305f\u3061\u306f\u3001AI\u304c\u76f4\u9762\u3059\u308b\u8ab2\u984c\u3084\u3001\u6cd5\u5f8b\u3001\u5fc3\u7406\u5b66\u3001\u793e\u4f1a\u5b66\u304c\u305d\u308c\u3089\u306b\u5bfe\u51e6\u3059\u308b\u5f79\u5272\u306b\u3064\u3044\u3066\u6398\u308a\u4e0b\u3052\u308b\u3002\u3053\u306e\u5b66\u969b\u7684\u306a\u8996\u70b9\u3092\u901a\u3057\u3066\u3001\u79c1\u305f\u3061\u306f\u3001\u3088\u308a\u8cac\u4efb\u3042\u308b\u3001\u900f\u660e\u6027\u306e\u9ad8\u3044\u3001\u4eba\u9593\u306e\u5229\u76ca\u306b\u6cbf\u3063\u305fAI\u767a\u5c55\u306e\u9053\u3092\u4fc3\u9032\u3059\u308b\u3053\u3068\u3092\u76ee\u6307\u3057\u3066\u3044\u304f\u3002<\/p>\n\n\n\n\n\n Lili Qiu<\/a><\/strong><\/p>\n\n\n\n Assistant Managing Director, Microsoft Research Asia<\/p>\n<\/div>\n<\/div>\n\n\n\n\n\n Dr. Lili Qiu is an assistant managing director of Microsoft Research Asia and is mainly responsible for overseeing the research, as well as the collaboration with industries, universities, and research institutes, at Microsoft Research Asia – Shanghai. Dr. Qiu is a leader in the fields of Internet, wireless networking, and sensing. She began her career at Microsoft Research Redmond, working as a researcher in the System & Networking Group from 2001 to 2004. In 2005, she joined the University of Texas at Austin as an assistant professor in the Department of Computer Science. Recognized for her outstanding achievements, she was later promoted to a tenured professor. Her significant achievements have earned her several prestigious honors, including National Academy of Inventors (NAI) Fellow, ACM Fellow, and IEEE Fellow. Additionally, she serves as the chair of ACM SIGMOBILE. She has been recognized as an ACM Distinguished Scientist and received the NSF CAREER award, among many other honors.<\/p>\n\n\n\n Dr. Lili Qiu\u306f\u3001Microsoft Research Asia\u306e\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\u30de\u30cd\u30fc\u30b8\u30f3\u30b0\u30c7\u30a3\u30ec\u30af\u30bf\u30fc\u3067\u3042\u308a\u3001\u4e3b\u306bMicrosoft Research Asia (\u4e0a\u6d77)\u3067\u306e\u7814\u7a76\u6d3b\u52d5\u3068\u3001\u4f01\u696d\u3084\u5927\u5b66\u306a\u3069\u7814\u7a76\u6a5f\u95a2\u3068\u306e\u30b3\u30e9\u30dc\u30ec\u30fc\u30b7\u30e7\u30f3\u3092\u7d71\u62ec\u3057\u3066\u3044\u308b\u3002Dr. Qiu\u306f\u3001\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u3001\u30ef\u30a4\u30e4\u30ec\u30b9\u30cd\u30c3\u30c8\u30ef\u30fc\u30ad\u30f3\u30b0\u3001\u304a\u3088\u3073\u30bb\u30f3\u30b7\u30f3\u30b0\u306e\u5206\u91ce\u306e\u30ea\u30fc\u30c0\u30fc\u3067\u3082\u3042\u308b\u3002Microsoft Research Redmond \u3067\u30ad\u30e3\u30ea\u30a2\u3092\u30b9\u30bf\u30fc\u30c8\u3055\u305b\u30012001 \u5e74\u304b\u3089 2004 \u5e74\u307e\u3067 System & Networking Group \u306e\u7814\u7a76\u54e1\u3068\u3057\u3066\u52e4\u52d9\u3057\u305f\u30022005\u5e74\u3001\u30c6\u30ad\u30b5\u30b9\u5927\u5b66\u30aa\u30fc\u30b9\u30c6\u30a3\u30f3\u6821\u306b\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u5b66\u90e8\u306e\u52a9\u6559\u3068\u3057\u3066\u7740\u4efb\u3057\u305f\u3002\u5f7c\u5973\u306e\u5353\u8d8a\u3057\u305f\u696d\u7e3e\u304c\u8a8d\u3081\u3089\u308c\u3001\u5f7c\u5973\u306f\u5f8c\u306b\u7d42\u8eab\u6559\u6388\u306b\u6607\u9032\u3057\u305f\u3002\u5f7c\u5973\u306e\u91cd\u8981\u306a\u696d\u7e3e\u306b\u3088\u308a\u3001\u5168\u7c73\u767a\u660e\u5bb6\u30a2\u30ab\u30c7\u30df\u30fc(NAI)\u30d5\u30a7\u30ed\u30fc\u3001ACM\u30d5\u30a7\u30ed\u30fc\u3001IEEE\u30d5\u30a7\u30ed\u30fc\u306a\u3069\u3001\u3044\u304f\u3064\u304b\u306e\u6a29\u5a01\u3042\u308b\u6804\u8a89\u3092\u7372\u5f97\u3057\u3066\u3044\u308b\u3002\u3055\u3089\u306b\u3001\u5f7c\u5973\u306fACM SIGMOBILE\u306e\u8b70\u9577\u3092\u52d9\u3081\u3066\u3044\u308b\u3002\u5f7c\u5973\u306fACM\u306e\u8457\u540d\u306a\u79d1\u5b66\u8005\u3068\u3057\u3066\u8a8d\u3081\u3089\u308c\u3001\u4ed6\u306e\u591a\u304f\u306e\u6804\u8a89\u306e\u4e2d\u3067\u3082NSF CAREER\u8cde\u3092\u53d7\u8cde\u3057\u3066\u3044\u308b\u3002<\/p>\n\n\n\n\n\n\n\n Innovating Intelligent Environments for Wireless Communication & Sensing<\/strong><\/p>\n\n\n\n \u7121\u7dda\u901a\u4fe1\u3068\u30bb\u30f3\u30b7\u30f3\u30b0\u306e\u305f\u3081\u306e\u77e5\u80fd\u74b0\u5883\u30a4\u30ce\u30d9\u30fc\u30b7\u30e7\u30f3<\/strong><\/p>\n\n\n\n Abstract:<\/strong><\/p>\n\n\n\n In the era of AI, wireless communication and sensing play a crucial role. AI heavily relies on powerful servers, while numerous applications operate on resource-constrained edge devices. Wireless communication serves as the bridge between edge devices and servers, leading to a significant demand for it. Simultaneously, existing AI predominantly focuses on video, voice, and text, whereas wireless sensing technology has considerably broadened our horizon by capturing information beyond the line-of-sight and detecting physical properties and chemical compositions. In this presentation, we will provide an overview of the current landscape and present our vision and exploration of developing smart environments to support wireless communication and sensing.<\/p>\n\n\n\n AI\u306e\u6642\u4ee3\u306b\u304a\u3044\u3066\u3001\u7121\u7dda\u901a\u4fe1\u3068\u30bb\u30f3\u30b7\u30f3\u30b0\u306f\u91cd\u8981\u306a\u5f79\u5272\u3092\u679c\u305f\u3057\u3066\u3044\u308b\u3002AI\u306f\u5f37\u529b\u306a\u30b5\u30fc\u30d0\u30fc\u306b\u5927\u304d\u304f\u4f9d\u5b58\u3057\u3066\u3044\u308b\u4e00\u65b9\u3001\u591a\u6570\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306f\u30ea\u30bd\u30fc\u30b9\u304c\u9650\u3089\u308c\u305f\u30a8\u30c3\u30b8\u30c7\u30d0\u30a4\u30b9\u3067\u52d5\u4f5c\u3057\u3066\u3044\u308b\u3002\u7121\u7dda\u901a\u4fe1\u306f\u30a8\u30c3\u30b8\u30c7\u30d0\u30a4\u30b9\u3068\u30b5\u30fc\u30d0\u30fc\u306e\u9593\u306e\u6a4b\u6e21\u3057\u3068\u3057\u3066\u6a5f\u80fd\u3057\u3001\u305d\u306e\u9700\u8981\u306f\u9ad8\u307e\u3063\u3066\u3044\u308b\u3002\u540c\u6642\u306b\u3001\u65e2\u5b58\u306eAI\u306f\u4e3b\u306b\u6620\u50cf\u3001\u97f3\u58f0\u3001\u30c6\u30ad\u30b9\u30c8\u306b\u7126\u70b9\u3092\u5f53\u3066\u3066\u3044\u308b\u306e\u306b\u5bfe\u3057\u3001\u7121\u7dda\u30bb\u30f3\u30b7\u30f3\u30b0\u6280\u8853\u306f\u8996\u754c\u5916\u306e\u60c5\u5831\u3084\u7269\u7406\u7684\u7279\u6027\u3084\u5316\u5b66\u7684\u7d44\u6210\u3092\u691c\u51fa\u3059\u308b\u3053\u3068\u3067\u3001\u79c1\u305f\u3061\u306e\u8996\u91ce\u3092\u5927\u304d\u304f\u5e83\u3052\u3066\u3044\u308b\u3002\u3053\u306e\u8b1b\u6f14\u3067\u306f\u3001\u73fe\u5728\u306e\u72b6\u6cc1\u3092\u6982\u89b3\u3057\u3001AI\u6642\u4ee3\u306e\u65b0\u3057\u3044\u8a08\u7b97\u30d1\u30e9\u30c0\u30a4\u30e0\u3092\u5b9a\u7fa9\u3059\u308b\u3053\u3068\u3092\u76ee\u6307\u3057\u3066\u3001Microsoft Research Asia\u304c\u5148\u5c0e\u3057\u3066\u3044\u308b\u7814\u7a76\u30d5\u30ed\u30f3\u30c6\u30a3\u30a2\u306b\u3064\u3044\u3066\u7d39\u4ecb\u3059\u308b\u3002\u79c1\u305f\u3061\u306f\u3001\u7121\u7dda\u901a\u4fe1\u3068\u30bb\u30f3\u30b7\u30f3\u30b0\u3092\u652f\u63f4\u3059\u308b\u305f\u3081\u306b\u3001\u6587\u5316\u4fdd\u5b58\u3001\u4eba\u6587\u5b66\u3001\u81ea\u7136\u79d1\u5b66\u306a\u3069\u306bAI\u3092\u5fdc\u7528\u3057\u3001\u77e5\u80fd\u74b0\u5883\u3092\u958b\u767a\u3057\u3066\u3044\u308b\u3002<\/p>\n\n\n\n [Full Video<\/a>]<\/p>\n\n\n\n\n\n Furu Wei<\/a><\/strong><\/p>\n\n\n\n Partner Research Manager, Microsoft Research Asia<\/p>\n<\/div>\n<\/div>\n\n\n\n\n\n Dr. Furu Wei is a Partner Research Manager at Microsoft Research Asia, where he leads and oversees research on Foundation Models, NLP, Speech, Multimodal AI. Recently, he has also been driving the mission-focused research on General AI. Furu published over 200 research papers (with more than 30,000 citations) at top-tier conferences and journals, and served as (Senior) Area Chairs in top conferences including ACL, EMNLP, NAACL, and NeurIPS. The research from Furu\u2019s team has also been widely integrated into Microsoft products, including Office, Bing, Ads, Azure and Windows. Dr. Wei received his B.S. and Ph.D. in computer science from Wuhan University in 2004 and 2009, respectively. In 2017, he was named to the MIT Technology Review\u2019s annual list of Innovators Under 35 China (MIT TR35 China) for contributions to natural language processing.<\/p>\n\n\n\n Dr. Furu Wei\u306f\u3001Microsoft Research Asia\u306e\u30d1\u30fc\u30c8\u30ca\u30fc\u30ea\u30b5\u30fc\u30c1\u30de\u30cd\u30fc\u30b8\u30e3\u30fc\u3067\u3042\u308a\u3001Foundation model\u3001NLP\u3001\u30b9\u30d4\u30fc\u30c1\u3001\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30ebAI\u306e\u7814\u7a76\u3092\u4e3b\u5c0e\u304a\u3088\u3073\u7d71\u62ec\u3057\u3066\u3044\u308b\u3002\u6700\u8fd1\u3067\u306f\u3001\u6c4e\u7528AI\u306b\u95a2\u3059\u308b\u30df\u30c3\u30b7\u30e7\u30f3\u306b\u7126\u70b9\u3092\u5f53\u3066\u305f\u7814\u7a76\u3082\u63a8\u9032\u3057\u3066\u3044\u308b\u3002Furu\u306f\u3001\u4e00\u6d41\u306e\u4f1a\u8b70\u3084\u30b8\u30e3\u30fc\u30ca\u30eb\u3067200\u3092\u8d85\u3048\u308b\u7814\u7a76\u8ad6\u6587(30,000\u3092\u8d85\u3048\u308b\u5f15\u7528\u3092\u542b\u3080)\u3092\u767a\u8868\u3057\u3001ACL\u3001EMNLP\u3001NAACL\u3001NeurIPS\u306a\u3069\u306e\u30c8\u30c3\u30d7\u4f1a\u8b70\u3067(\u30b7\u30cb\u30a2)\u30a8\u30ea\u30a2\u30c1\u30a7\u30a2\u3092\u52d9\u3081\u305f\u3002Furu\u306e\u30c1\u30fc\u30e0\u306e\u7814\u7a76\u306f\u3001Office\u3001Bing\u3001Ads\u3001Azure\u3001Windows\u306a\u3069\u306eMicrosoft\u88fd\u54c1\u306b\u3082\u5e83\u304f\u7d71\u5408\u3055\u308c\u3066\u3044\u308b\u3002Dr. Wei\u306f\u30012004\u5e74\u30682009\u5e74\u306b\u6b66\u6f22\u5927\u5b66\u3067\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30fc\u30b5\u30a4\u30a8\u30f3\u30b9\u306e\u7406\u5b66\u58eb\u53f7\u3068\u535a\u58eb\u53f7\u3092\u53d6\u5f97\u3057\u3066\u3044\u308b\u30022017\u5e74\u306b\u306f\u3001\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u3078\u306e\u8ca2\u732e\u306b\u3088\u308a\u3001MIT\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u30ec\u30d3\u30e5\u30fc\u306e35\u6b73\u672a\u6e80\u306e\u4e2d\u56fd\u306e\u30a4\u30ce\u30d9\u30fc\u30bf\u30fc\u306e\u5e74\u6b21\u30ea\u30b9\u30c8(MIT TR35 China)\u306b\u9078\u3070\u308c\u305f\u3002<\/p>\n\n\n\n\n\n <\/p>\n\n\n\n\n\n\n\n\n\n Future of Foundation Models<\/strong><\/p>\n\n\n\n Foundation model\u306e\u672a\u6765<\/strong><\/p>\n\n\n\n Abstract:<\/strong><\/p>\n\n\n\n I will talk about our research on the future of foundation models through advancing the revolution of model architecture and the evolution of (M)LLMs. I will also showcase our recent research along this direction including RetNet, BitNet, Kosmos-* and VALL-E. We share more information about our work at aka.ms\/GeneralAI.<\/p>\n\n\n\n \u30e2\u30c7\u30eb\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306e\u9769\u65b0\u3068\uff08M\uff09LLM\u306e\u9032\u5316\u306b\u3088\u3063\u3066foundation model\u306e\u672a\u6765\u3092\u5148\u5c0e\u3059\u308b\u79c1\u305f\u3061\u306e\u7814\u7a76\u306b\u3064\u3044\u3066\u304a\u8a71\u3057\u3059\u308b\u3002\u307e\u305f\u3001\u79c1\u305f\u3061\u306e\u6700\u8fd1\u306e\u7814\u7a76\u3067\u3042\u308b\u3001RetNet\u3001BitNet\u3001Kosmos-*\u3001VALL-E\u306a\u3069\u306b\u3064\u3044\u3066\u7d39\u4ecb\u3059\u308b\u3002\u79c1\u305f\u3061\u306e\u7814\u7a76\u306b\u3064\u3044\u3066\u306f\u3001aka.ms\/GeneralAI\u3067\u8a73\u3057\u304f\u3054\u7d39\u4ecb\u3057\u3066\u3044\u308b\u3002<\/p>\n\n\n\n [Full Video<\/a>]<\/p>\n\n\n\n\n\n Arisa Ema (opens in new tab)<\/span><\/a><\/strong> \u6c5f\u9593\u6709\u6c99<\/strong><\/p>\n\n\n\n Associate Professor, The University of Tokyo<\/p>\n\n\n\n \u6771\u4eac\u5927\u5b66 \u6771\u4eac\u30ab\u30ec\u30c3\u30b8 \u51c6\u6559\u6388<\/p>\n<\/div>\n<\/div>\n\n\n\n\n\n Arisa Ema is an Associate Professor at the University of Tokyo and Visiting Researcher at RIKEN Center for Advanced Intelligence Project in Japan. She is a researcher in Science and Technology Studies (STS), and her primary interest is to investigate the benefits and risks of artificial intelligence by organizing an interdisciplinary research group. She is a board member of the Japan Deep Learning Association (JDLA). She is also a member of the Council for Social Principles of Human-centric AI, The Cabinet Office, which released \u201cSocial Principles of Human-Centric AI\u201d in 2019, and also a member of the Japanese government’s AI Strategy Council launched in May 2023. Internationally, she is an expert member of the working group on the Future of Work, GPAI (Global Partnership on AI). She obtained a Ph.D. from the University of Tokyo. The University of Tokyo Excellent Young Researcher, 2021.<\/p>\n\n\n\n \u6771\u4eac\u5927\u5b66\u6771\u4eac\u30ab\u30ec\u30c3\u30b8\u51c6\u6559\u6388\u30022017\u5e741\u6708\u3088\u308a\u56fd\u7acb\u7814\u7a76\u958b\u767a\u6cd5\u4eba\u7406\u5316\u5b66\u7814\u7a76\u6240\u9769\u65b0\u77e5\u80fd\u7d71\u5408\u7814\u7a76\u30bb\u30f3\u30bf\u30fc\u5ba2\u54e1\u7814\u7a76\u54e1\u3002\u5c02\u9580\u306f\u79d1\u5b66\u6280\u8853\u793e\u4f1a\u8ad6(STS)\u3002\u4eba\u5de5\u77e5\u80fd\u3084\u30ed\u30dc\u30c3\u30c8\u3092\u542b\u3080\u60c5\u5831\u6280\u8853\u3068\u793e\u4f1a\u306e\u95a2\u4fc2\u306b\u3064\u3044\u3066\u7814\u7a76\u3002\u4e3b\u8457\u306f\u300eAI\u793e\u4f1a\u306e\u6b69\u304d\u65b9\uff0d\u4eba\u5de5\u77e5\u80fd\u3068\u3069\u3046\u4ed8\u304d\u5408\u3046\u304b\u300f(\u5316\u5b66\u540c\u4eba 2019\u5e74)\u3001\u300e\u7d75\u3068\u56f3\u3067\u5206\u304b\u308bAI\u3068\u793e\u4f1a\u300f(\u6280\u8853\u8a55\u8ad6\u793e\u30012021\u5e74)\u3002\u4ee4\u548c3\u5e74\u5ea6\u6771\u4eac\u5927\u5b66\u5353\u8d8a\u7814\u7a76\u54e1\u3002<\/p>\n\n\n\n\n\n <\/p>\n\n\n\n\n\n\n\n\n\n Towards Responsible AI Deployment<\/strong><\/p>\n\n\n\n AI \u306e\u8cac\u4efb\u3042\u308b\u5c55\u958b\u306b\u5411\u3051\u3066<\/strong><\/p>\n\n\n\n Abstract:<\/strong><\/p>\n\n\n\n Alongside the proliferation of artificial intelligence (AI) technologies, particularly machine learning, generative AI -capable of producing diverse content- has gained widespread use, raised expectations for improvements and innovations in various aspects of life and work. However, it has also underscored the need for appropriate design, development, deployment, and utilization of AI. Given that AI evolves and operates within society, there is a pressing need to establish comprehensive AI governance that encompasses AI developers, providers, users, public institutions, and the society at large. Emphasizing transparency and equity, the call for a shared framework that fosters innovation while mitigating risk is important.<\/p>\n\n\n\n To advance the responsible deployment of AI, it is imperative to delineate the responsible actors and formulate appropriate measures.<\/p>\n\n\n\n Particularly, in the continuum of processes spanning AI design, development, provisioning, and utilization, where various organizations and individuals may be involved, the locus of responsibility can become ambiguous. Consequently, in interorganizational transactions encompassing AI development to provisioning, ensuring appropriateness through contractual agreements is important. Furthermore, monitoring mechanisms should be established to ensure proper transactions. However, in transactions between AI providers and consumers, providers should not only take suitable preventive and corrective measures, but AI users can also leverage governance through disciplines other than regulations, such as market dynamics, investments, and reputation, by acquiring appropriate literacy. Additionally, it is advisable to consider establishing remedial measures such as compensation systems when accountability is unclear. Considering that the AI lifecycle extends beyond national, regional, and organizational boundaries, it is essential to promote discussions that enhance transparency regarding the responsibilities and measures of these stakeholders. The details of this presentation can be read in the policy recommendation published in September 2023 (https:\/\/ifi.u-tokyo.ac.jp\/en\/news\/11943\/).<\/p>\n\n\n\n \u6a5f\u68b0\u5b66\u7fd2\u6280\u8853\u3092\u4e2d\u5fc3\u3068\u3059\u308b\u4eba\u5de5\u77e5\u80fd(AI)\u6280\u8853\u304c\u666e\u53ca\u3057\u3066\u304d\u305f\u3053\u3068\u306b\u52a0\u3048\u3001\u69d8\u3005\u306a\u30b3\u30f3\u30c6\u30f3\u30c4\u3092\u751f\u6210\u3059\u308b\u751f\u6210AI\u304c\u3001\u591a\u304f\u306e\u4eba\u306b\u5e83\u304f\u5229\u7528\u3055\u308c\u308b\u3053\u3068\u306b\u3088\u308a\u3001\u751f\u6d3b\u3084\u50cd\u304d\u65b9\u306b\u6539\u5584\u3084\u30a4\u30ce\u30d9\u30fc\u30b7\u30e7\u30f3\u306e\u671f\u5f85\u304c\u9ad8\u307e\u3063\u305f\u4e00\u65b9\u3001AI\u306e\u9069\u5207\u306a\u8a2d\u8a08\u3001\u958b\u767a\u3001\u63d0\u4f9b\u3001\u5229\u7528\u306e\u5fc5\u8981\u6027\u304c\u518d\u78ba\u8a8d\u3055\u308c\u305f\u3002AI\u306f\u793e\u4f1a\u306e\u4e2d\u3067\u5b66\u7fd2\u3057\u5c55\u958b\u3055\u308c\u308b\u305f\u3081\u3001\u958b\u767a\u8005\u3001\u63d0\u4f9b\u8005\u3001\u5229\u7528\u8005\u3001\u516c\u7684\u6a5f\u95a2\u3084\u793e\u4f1a\u5168\u822c\u3092\u542b\u3080\u5305\u62ec\u7684\u306aAI\u30ac\u30d0\u30ca\u30f3\u30b9\u306e\u69cb\u7bc9\u304c\u5fc5\u8981\u3067\u3042\u308b\u3002\u900f\u660e\u304b\u3064\u516c\u5e73\u306a\u898f\u5f8b\u306b\u57fa\u3065\u304f\u3053\u3068\u3067\u3001\u30a4\u30ce\u30d9\u30fc\u30b7\u30e7\u30f3\u306e\u4fc3\u9032\u3068\u30ea\u30b9\u30af\u306e\u7de9\u548c\u3092\u4e21\u7acb\u3059\u308b\u67a0\u7d44\u307f\u306e\u5171\u6709\u304c\u6c42\u3081\u3089\u308c\u3066\u3044\u308b\u3002AI\u306e\u8cac\u4efb\u3042\u308b\u5c55\u958b\u3092\u63a8\u9032\u3059\u308b\u306b\u306f\u8cac\u4efb\u4e3b\u4f53\u3092\u660e\u78ba\u5316\u3057\u3001\u5404\u3005\u306b\u9069\u5207\u306a\u5bfe\u5fdc\u7b56\u3092\u6574\u7406\u3059\u3079\u304d\u3067\u3042\u308b\u3002\u7279\u306bAI\u8a2d\u8a08\u304b\u3089\u5229\u7528\u306b\u81f3\u308b\u4e00\u9023\u306e\u30d7\u30ed\u30bb\u30b9\u306b\u304a\u3044\u3066\u3001\u7570\u306a\u308b\u7d44\u7e54\u3084\u500b\u4eba\u304c\u95a2\u4e0e\u3059\u308b\u5834\u5408\u3001\u8cac\u4efb\u306e\u6240\u5728\u304c\u4e0d\u660e\u77ad\u306b\u306a\u308a\u304b\u306d\u306a\u3044\u3002\u305d\u306e\u305f\u3081\u3001AI\u306e\u958b\u767a\u304b\u3089\u63d0\u4f9b\u306b\u95a2\u308f\u308b\u4e8b\u696d\u8005\u9593\u53d6\u5f15\u3067\u306f\u3001\u5951\u7d04\u306b\u3088\u308b\u9069\u5207\u6027\u78ba\u4fdd\u304c\u91cd\u8981\u3067\u3042\u308b\u3002\u307e\u305f\u3001\u9069\u5207\u306a\u53d6\u5f15\u304c\u78ba\u4fdd\u3055\u308c\u308b\u3088\u3046\u306a\u76e3\u8996\u3059\u308b\u4ed5\u7d44\u307f\u3082\u69cb\u7bc9\u3059\u308b\u3079\u304d\u3067\u3042\u308b\u3002\u4e00\u65b9\u3001AI\u63d0\u4f9b\u8005\u3068\u6d88\u8cbb\u8005\u9593\u306e\u53d6\u5f15\u3067\u306f\u3001\u63d0\u4f9b\u8005\u304c\u9069\u5207\u306a\u4e8b\u524d\u30fb\u4e8b\u5f8c\u5bfe\u7b56\u3092\u53d6\u308b\u307b\u304b\u3001AI \u5229\u7528\u8005\u3082\u9069\u5207\u306a\u30ea\u30c6\u30e9\u30b7\u30fc\u3092\u8eab\u306b\u7740\u3051\u308b\u3053\u3068\u306b\u3088\u3063\u3066\u3001\u6cd5\u898f\u5236\u3068\u306f\u5225\u306e\u898f\u5f8b(\u5e02\u5834\u30fb\u6295\u8cc7\u30fb\u8a55\u5224\u7b49)\u306b\u3088\u308b\u30ac\u30d0\u30ca\u30f3\u30b9\u3092\u5229\u304b\u305b\u308b\u3053\u3068\u3082\u53ef\u80fd\u3068\u306a\u308b\u3002\u307e\u305f\u88dc\u511f\u5236\u5ea6\u306e\u69cb\u7bc9\u7b49\u306e\u6551\u6e08\u63aa\u7f6e\u3092\u5fc5\u8981\u306b\u5fdc\u3058\u3066\u69cb\u7bc9\u3059\u308b\u3079\u304d\u3067\u3042\u308b\u3002AI\u30e9\u30a4\u30d5\u30b5\u30a4\u30af\u30eb\u304c\u56fd\u3084\u7d44\u7e54\u3092\u8d85\u3048\u3066\u5c55\u958b\u3059\u308b\u3053\u3068\u3092\u8e0f\u307e\u3048\u3001\u3053\u306e\u3088\u3046\u306a\u5404\u4e3b\u4f53\u306e\u8cac\u4efb\u3068\u5bfe\u5fdc\u7b56\u306e\u900f\u660e\u6027\u3092\u9ad8\u3081\u308b\u8b70\u8ad6\u3092\u63a8\u9032\u3057\u3066\u3044\u304f\u3079\u304d\u3067\u3042\u308b\u3002\u672c\u767a\u8868\u306e\u8a73\u7d30\u306f2023\u5e749\u6708\u306b\u516c\u958b\u3055\u308c\u3066\u3044\u308b\u653f\u7b56\u63d0\u8a00\u3067\u8aad\u3080\u3053\u3068\u304c\u3067\u304d\u308b\uff08https:\/\/ifi.u-tokyo.ac.jp\/news\/16642\/ (opens in new tab)<\/span><\/a>\uff09\u3002<\/p>\n\n\n\n [Full Video<\/a>]<\/p>\n\n\n\n\n\n Haiguang Liu<\/a><\/strong><\/p>\n\n\n\n Principal Research Manager, Microsoft Research AI4Science<\/p>\n<\/div>\n<\/div>\n\n\n\n\n\n Dr. Haiguang Liu is a Principal Research Manager of Microsoft Research AI4Science. Dr. Liu graduated from Hong Kong Baptist University in 2003 with a bachelor degree in physics and then received Ph.D degree in applied sciences from University of California, Davis in 2009. Prior to joining MSR, Dr. Liu worked in several world-class institutes, including Lawrence Berkeley National Laboratory, Arizona State University, and Beijing Computational Science Research Center. He joined MSR in 2022 and currently works on the drug discovery project.<\/p>\n\n\n\n Dr. Haiguang Liu \u306f\u3001Microsoft Research AI4Science \u306e\u30d7\u30ea\u30f3\u30b7\u30d1\u30eb \u30ea\u30b5\u30fc\u30c1 \u30de\u30cd\u30fc\u30b8\u30e3\u30fc\u3067\u3042\u308b\u3002Dr. Liu\u306f\u30012003\u5e74\u306b\u9999\u6e2f\u30d0\u30d7\u30c6\u30b9\u30c8\u5927\u5b66\u3067\u7269\u7406\u5b66\u306e\u5b66\u58eb\u53f7\u3092\u30012009\u5e74\u306b\u30ab\u30ea\u30d5\u30a9\u30eb\u30cb\u30a2\u5927\u5b66\u30c7\u30fc\u30d3\u30b9\u6821\u3067\u5fdc\u7528\u79d1\u5b66\u306e\u535a\u58eb\u53f7\u3092\u53d6\u5f97\u3002MSR\u306b\u5165\u793e\u3059\u308b\u524d\u306f\u3001\u30ed\u30fc\u30ec\u30f3\u30b9\u30d0\u30fc\u30af\u30ec\u30fc\u56fd\u7acb\u7814\u7a76\u6240\u3001\u30a2\u30ea\u30be\u30ca\u5dde\u7acb\u5927\u5b66\u3001\u5317\u4eac\u8a08\u7b97\u79d1\u5b66\u7814\u7a76\u30bb\u30f3\u30bf\u30fc\u306a\u3069\u3001\u3044\u304f\u3064\u304b\u306e\u4e16\u754c\u30af\u30e9\u30b9\u306e\u7814\u7a76\u6240\u3067\u50cd\u3044\u3066\u304d\u305f\u30022022\u5e74\u306bMSR\u306b\u5165\u793e\u3057\u3001\u73fe\u5728\u306f\u5275\u85ac\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306b\u5f93\u4e8b\u3057\u3066\u3044\u308b\u3002<\/p>\n\n\n\n\n\n\n\n AI4Science: Accelerating Scientific Discovery with Artificial Intelligence<\/strong><\/p>\n\n\n\n AI4Science\uff1a\u4eba\u5de5\u77e5\u80fd\u3067\u79d1\u5b66\u7684\u767a\u898b\u3092\u52a0\u901f\u3059\u308b<\/strong><\/p>\n\n\n\n Abstract:<\/strong><\/p>\n\n\n\n Artificial intelligence (AI) is an emerging technology in scientific research, potentially disrupting conventional research paradigms. Founded in 2022, Microsoft Research AI4Science focuses on the development of AI models to solve challenging scientific problems, with missions to accelerate breakthroughs in both fundamental and applied sciences, expanding the boundaries of our knowledge. We mainly work on subjects related to global pressing issues, such as public health and sustainability, corresponding to life sciences and materials sciences. I would like to take the opportunity to share recent progress in the development of AI technologies for research from microscopic molecular systems to macroscopic phenomena. Briefly, we have developed the following tools that will become available for researchers all over the world: (1) fast and accurate quantum chemistry simulation tools for molecular and materials calculations; (2) machine learning force field models to study materials dynamics and properties; (3) protein-drug complex structures and interaction predictions; (4) efficient dynamics simulations of biomolecules and generative AI models for protein functional states predictions; (5) protein optimization via large language models; and (6) macroscopic dynamics simulations for weather\/climate modeling. We look forward to close collaborations with research communities globally.<\/p>\n\n\n\n \u4eba\u5de5\u77e5\u80fd\uff08AI\uff09\u306f\u3001\u79d1\u5b66\u7814\u7a76\u306b\u304a\u3044\u3066\u65b0\u305f\u306a\u6280\u8853\u3068\u3057\u3066\u53f0\u982d\u3057\u3066\u304a\u308a\u3001\u5f93\u6765\u306e\u7814\u7a76\u30d1\u30e9\u30c0\u30a4\u30e0\u3092\u5909\u9769\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u30022022\u5e74\u306b\u8a2d\u7acb\u3055\u308c\u305fMicrosoft Research AI4Science\u306f\u3001\u96e3\u89e3\u306a\u79d1\u5b66\u7684\u554f\u984c\u3092\u89e3\u6c7a\u3059\u308b\u305f\u3081\u306eAI\u30e2\u30c7\u30eb\u306e\u958b\u767a\u306b\u6ce8\u529b\u3057\u3066\u304a\u308a\u3001\u57fa\u790e\u79d1\u5b66\u3068\u5fdc\u7528\u79d1\u5b66\u306e\u4e21\u65b9\u3067\u753b\u671f\u7684\u306a\u6210\u679c\u3092\u52a0\u901f\u3057\u3001\u77e5\u8b58\u306e\u5883\u754c\u3092\u62e1\u5927\u3059\u308b\u3053\u3068\u3092\u76ee\u6307\u3059\u3002\u79c1\u305f\u3061\u306f\u4e3b\u306b\u3001\u516c\u8846\u885b\u751f\u3084\u6301\u7d9a\u53ef\u80fd\u6027\u306a\u3069\u306e\u4e16\u754c\u7684\u306a\u91cd\u8981\u8ab2\u984c\u306b\u95a2\u9023\u3059\u308b\u5206\u91ce\u3001\u3059\u306a\u308f\u3061\u751f\u547d\u79d1\u5b66\u3068\u6750\u6599\u79d1\u5b66\u306b\u53d6\u308a\u7d44\u3093\u3067\u3044\u308b\u3002\u3053\u306e\u6a5f\u4f1a\u306b\u3001\u5fae\u8996\u7684\u306a\u5206\u5b50\u7cfb\u304b\u3089\u5de8\u8996\u7684\u306a\u73fe\u8c61\u307e\u3067\u3001\u7814\u7a76\u306e\u305f\u3081\u306eAI\u6280\u8853\u306e\u958b\u767a\u306b\u304a\u3051\u308b\u6700\u8fd1\u306e\u9032\u6b69\u3092\u5171\u6709\u3057\u305f\u3044\u3002\u7c21\u5358\u306b\u8a00\u3048\u3070\u3001\u79c1\u305f\u3061\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u30c4\u30fc\u30eb\u3092\u958b\u767a\u3057\u3066\u304a\u308a\u3001\u4e16\u754c\u4e2d\u306e\u7814\u7a76\u8005\u306b\u5229\u7528\u53ef\u80fd\u306b\u306a\u308b\u4e88\u5b9a\u3067\u3042\u308b\uff1a\uff081\uff09\u5206\u5b50\u3084\u6750\u6599\u306e\u8a08\u7b97\u306b\u9069\u3057\u305f\u9ad8\u901f\u304b\u3064\u6b63\u78ba\u306a\u91cf\u5b50\u5316\u5b66\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u30c4\u30fc\u30eb\uff1b\uff082\uff09\u6750\u6599\u306e\u52d5\u529b\u5b66\u3084\u7279\u6027\u3092\u7814\u7a76\u3059\u308b\u305f\u3081\u306e\u6a5f\u68b0\u5b66\u7fd2\u529b\u5834\u30e2\u30c7\u30eb\uff1b\uff083\uff09\u30bf\u30f3\u30d1\u30af\u8cea-\u85ac\u7269\u8907\u5408\u4f53\u306e\u69cb\u9020\u3084\u76f8\u4e92\u4f5c\u7528\u306e\u4e88\u6e2c\uff1b\uff084\uff09\u751f\u4f53\u5206\u5b50\u306e\u52b9\u7387\u7684\u306a\u52d5\u529b\u5b66\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u3068\u30bf\u30f3\u30d1\u30af\u8cea\u306e\u6a5f\u80fd\u72b6\u614b\u4e88\u6e2c\u306e\u305f\u3081\u306e\u751f\u6210\u578bAI\u30e2\u30c7\u30eb\uff1b\uff085\uff09\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u306b\u3088\u308b\u30bf\u30f3\u30d1\u30af\u8cea\u6700\u9069\u5316\uff1b\uff086\uff09\u6c17\u8c61\u30fb\u6c17\u5019\u30e2\u30c7\u30ea\u30f3\u30b0\u306e\u305f\u3081\u306e\u5de8\u8996\u7684\u52d5\u529b\u5b66\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u3002\u79c1\u305f\u3061\u306f\u3001\u4e16\u754c\u4e2d\u306e\u7814\u7a76\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u3068\u306e\u5bc6\u63a5\u306a\u5354\u529b\u3092\u671f\u5f85\u3057\u3066\u3044\u308b\u3002<\/p>\n\n\n\n [Full Video<\/a>]<\/p>\n\n\n\n\n\n Jiang Bian<\/a><\/strong><\/p>\n\n\n\n Senior Principal Research Manager, Microsoft Research Asia<\/p>\n<\/div>\n<\/div>\n\n\n\n\n\n Dr. Jiang Bian is currently a Senior Principal Researcher at Microsoft Research Asia, directing the Machine Learning Group and the Industrial Innovation Center. The team he leads delve into research areas including deep learning, reinforcement learning, privacy computing, and the cutting-edge research and applications of artificial intelligence in vertical domains such as finance, energy, logistics, manufacturing, healthcare, and sustainability. Prior to this, he was a scientist at Yahoo Research in the US, responsible for the development and optimization of Yahoo’s homepage content recommendation and several vertical search modules. Dr. Bian has published hundreds of academic papers in top international conferences (such as ICLR, NeurIPS, ICML, KDD, WWW, etc.) and journals (like TKDE, TIST, TOIS, TKDD, etc.) and holds several US patents. He has been a member of the program committees for multiple top-tier international conferences and served as a reviewer for several premier journals. Through close partnership with top tier domain customers, his team has successfully applied AI-based prediction and optimization techniques in crucial scenarios in finance, logistics, energy, and healthcare sectors. They have also released related technologies and frameworks (Qlib, MARO, FOST, BatteryML) to the open-source community.<\/p>\n\n\n\n Dr. Jiang Bian\u306f\u73fe\u5728\u3001Microsoft Research Asia\u306e\u30b7\u30cb\u30a2\u30d7\u30ea\u30f3\u30b7\u30d1\u30eb\u30ea\u30b5\u30fc\u30c1\u30e3\u30fc\u3067\u3042\u308a\u3001\u6a5f\u68b0\u5b66\u7fd2\u30b0\u30eb\u30fc\u30d7\u3068\u30a4\u30f3\u30c0\u30b9\u30c8\u30ea\u30fc\u30a4\u30ce\u30d9\u30fc\u30b7\u30e7\u30f3\u30bb\u30f3\u30bf\u30fc\u3092\u7d71\u62ec\u3057\u3066\u3044\u308b\u3002\u5f7c\u304c\u7387\u3044\u308b\u30c1\u30fc\u30e0\u306f\u3001\u6df1\u5c64\u5b66\u7fd2\u3001\u5f37\u5316\u5b66\u7fd2\u3001\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u306a\u3069\u306e\u7814\u7a76\u5206\u91ce\u3068\u3001\u91d1\u878d\u3001\u30a8\u30cd\u30eb\u30ae\u30fc\u3001\u30ed\u30b8\u30b9\u30c6\u30a3\u30af\u30b9\u3001\u88fd\u9020\u3001\u30d8\u30eb\u30b9\u30b1\u30a2\u3001\u6301\u7d9a\u53ef\u80fd\u6027\u306a\u3069\u306e\u9818\u57df\u306b\u304a\u3051\u308b\u4eba\u5de5\u77e5\u80fd\u306e\u6700\u5148\u7aef\u306e\u7814\u7a76\u3068\u5fdc\u7528\u3092\u6398\u308a\u4e0b\u3052\u3066\u3044\u308b\u3002\u305d\u308c\u4ee5\u524d\u306f\u3001\u7c73\u56fd\u306eYahoo Research\u306e\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u3068\u3057\u3066\u3001Yahoo\u306e\u30db\u30fc\u30e0\u30da\u30fc\u30b8\u30b3\u30f3\u30c6\u30f3\u30c4\u30ec\u30b3\u30e1\u30f3\u30c7\u30fc\u30b7\u30e7\u30f3\u3068\u3044\u304f\u3064\u304b\u306e\u5782\u76f4\u691c\u7d22\u30e2\u30b8\u30e5\u30fc\u30eb\u306e\u958b\u767a\u3068\u6700\u9069\u5316\u3092\u62c5\u5f53\u3057\u3066\u3044\u305f\u3002Dr. Bian\u306f\u3001\u4e00\u6d41\u306e\u56fd\u969b\u4f1a\u8b70(ICLR\u3001NeurIPS\u3001ICML\u3001KDD\u3001WWW\u306a\u3069)\u3084\u30b8\u30e3\u30fc\u30ca\u30eb(TKDE\u3001TIST\u3001TOIS\u3001TKDD\u306a\u3069)\u3067\u4f55\u767e\u3082\u306e\u5b66\u8853\u8ad6\u6587\u3092\u767a\u8868\u3057\u3066\u304a\u308a\u3001\u3044\u304f\u3064\u304b\u306e\u7c73\u56fd\u7279\u8a31\u3092\u4fdd\u6301\u3057\u3066\u3044\u308b\u3002\u5f7c\u306f\u8907\u6570\u306e\u4e00\u6d41\u306e\u56fd\u969b\u4f1a\u8b70\u306e\u30d7\u30ed\u30b0\u30e9\u30e0\u59d4\u54e1\u4f1a\u306e\u30e1\u30f3\u30d0\u30fc\u3067\u3042\u308a\u3001\u3044\u304f\u3064\u304b\u306e\u4e3b\u8981\u306a\u30b8\u30e3\u30fc\u30ca\u30eb\u306e\u67fb\u8aad\u8005\u3092\u52d9\u3081\u305f\u3002\u4e00\u6d41\u306e\u30c9\u30e1\u30a4\u30f3\u30ab\u30b9\u30bf\u30de\u30fc\u3068\u306e\u7dca\u5bc6\u306a\u30d1\u30fc\u30c8\u30ca\u30fc\u30b7\u30c3\u30d7\u3092\u901a\u3058\u3066\u3001\u5f7c\u306e\u30c1\u30fc\u30e0\u306f\u3001\u91d1\u878d\u3001\u30ed\u30b8\u30b9\u30c6\u30a3\u30af\u30b9\u3001\u30a8\u30cd\u30eb\u30ae\u30fc\u3001\u30d8\u30eb\u30b9\u30b1\u30a2\u30bb\u30af\u30bf\u30fc\u306e\u91cd\u8981\u306a\u30b7\u30ca\u30ea\u30aa\u306bAI\u30d9\u30fc\u30b9\u306e\u4e88\u6e2c\u304a\u3088\u3073\u6700\u9069\u5316\u6280\u8853\u3092\u9069\u7528\u3059\u308b\u3053\u3068\u306b\u6210\u529f\u3057\u305f\u3002\u307e\u305f\u3001\u95a2\u9023\u3059\u308b\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u3068\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af(Qlib\u3001MARO\u3001FOST\u3001BatteryML)\u3092\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u306b\u30ea\u30ea\u30fc\u30b9\u3057\u305f\u3002Dr. Bian\u306f\u5317\u4eac\u5927\u5b66\u3067\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u306e\u5b66\u58eb\u53f7\u3092\u53d6\u5f97\u5f8c\u3001\u7c73\u56fd\u306e\u30b8\u30e7\u30fc\u30b8\u30a2\u5de5\u79d1\u5927\u5b66\u3067\u3055\u3089\u306b\u7814\u7a76\u3092\u7d9a\u3051\u3001\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u306e\u535a\u58eb\u53f7\u3092\u53d6\u5f97\u3057\u305f\u3002<\/p>\n\n\n\n\n\n Harnessing AI for a Greener Tomorrow: From Precise Carbon Monitoring to Intelligent Energy Optimization<\/strong><\/p>\n\n\n\n AI\u3067\u30b0\u30ea\u30fc\u30f3\u306a\u660e\u65e5\u3092\uff1a\u6b63\u78ba\u306a\u30ab\u30fc\u30dc\u30f3\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u304b\u3089\u77e5\u80fd\u7684\u306a\u30a8\u30cd\u30eb\u30ae\u30fc\u6700\u9069\u5316\u307e\u3067<\/strong><\/p>\n\n\n\n Abstract:<\/strong><\/p>\n\n\n\n In the pressing quest for carbon neutrality by the 2050s, traditional approaches often fall short, especially in accurately monitoring emissions and optimizing energy use. Addressing this, Microsoft’s pioneering research harnesses the potential of AI, transcending prior limitations. Our innovations provide fine-grained estimations of carbon emissions and sinks, even in the face of incomplete or varied data sets. Furthermore, with a keen focus on wind and solar power, AI’s predictive and optimization capabilities are being tapped to ensure both precise energy forecasts and maximal utility from renewable sources. The horizon of our research also encompasses smart battery management, where AI tools are employed to forecast battery degradation, streamline charging protocols, and refine power-grid operations, mitigating energy consumption fluctuations. Adding another dimension, advanced AI techniques, especially reinforcement learning, are employed to intelligently control power across distributed energy facilities, ensuring efficiency without compromising performance.<\/p>\n\n\n\n 2050\u5e74\u4ee3\u307e\u3067\u306b\u30ab\u30fc\u30dc\u30f3\u30cb\u30e5\u30fc\u30c8\u30e9\u30eb\u3092\u9054\u6210\u3059\u308b\u3068\u3044\u3046\u5207\u8feb\u3057\u305f\u76ee\u6a19\u306b\u5411\u3051\u3066\u3001\u7279\u306b\u6392\u51fa\u91cf\u306e\u6b63\u78ba\u306a\u76e3\u8996\u3084\u30a8\u30cd\u30eb\u30ae\u30fc\u5229\u7528\u306e\u6700\u9069\u5316\u306b\u304a\u3044\u3066\u304c\u305d\u3046\u3067\u3042\u308b\u3088\u3046\u306b\u3001\u5f93\u6765\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u3067\u306f\u3057\u3070\u3057\u3070\u4e0d\u5341\u5206\u306a\u3053\u3068\u304c\u591a\u3044\u3002\u3053\u308c\u306b\u5bfe\u5fdc\u3059\u308b\u305f\u3081\u306b\u3001Microsoft\u306e\u5148\u99c6\u7684\u306a\u7814\u7a76\u306f\u3001AI\u306e\u53ef\u80fd\u6027\u3092\u6d3b\u7528\u3057\u3001\u3053\u308c\u307e\u3067\u306e\u5236\u7d04\u3092\u8d85\u3048\u3066\u3044\u304f\u3002\u79c1\u305f\u3061\u306e\u30a4\u30ce\u30d9\u30fc\u30b7\u30e7\u30f3\u306f\u3001\u4e0d\u5b8c\u5168\u3067\u3042\u3063\u305f\u308a\u591a\u69d8\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u3082\u304b\u304b\u308f\u3089\u305a\u3001\u30ab\u30fc\u30dc\u30f3\u6392\u51fa\u91cf\u3084\u5438\u53ce\u91cf\u306e\u7d30\u304b\u3044\u63a8\u5b9a\u3092\u63d0\u4f9b\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002\u3055\u3089\u306b\u3001\u98a8\u529b\u3084\u592a\u967d\u5149\u767a\u96fb\u306b\u7279\u306b\u6ce8\u76ee\u3057\u3001AI\u306e\u4e88\u6e2c\u3084\u6700\u9069\u5316\u80fd\u529b\u3092\u6d3b\u7528\u3057\u3066\u3001\u6b63\u78ba\u306a\u30a8\u30cd\u30eb\u30ae\u30fc\u4e88\u6e2c\u3068\u518d\u751f\u53ef\u80fd\u30a8\u30cd\u30eb\u30ae\u30fc\u6e90\u304b\u3089\u306e\u6700\u5927\u9650\u306e\u52b9\u7528\u3092\u78ba\u4fdd\u3059\u308b\u3002\u79c1\u305f\u3061\u306e\u5e45\u5e83\u3044\u7814\u7a76\u306b\u306f\u3001\u30b9\u30de\u30fc\u30c8\u30d0\u30c3\u30c6\u30ea\u30fc\u7ba1\u7406\u3082\u542b\u3093\u3067\u304a\u308a\u3001AI\u30c4\u30fc\u30eb\u3092\u7528\u3044\u3066\u30d0\u30c3\u30c6\u30ea\u30fc\u52a3\u5316\u306e\u4e88\u6e2c\u3001\u5145\u96fb\u30d7\u30ed\u30c8\u30b3\u30eb\u306e\u5408\u7406\u5316\u3001\u96fb\u529b\u30b0\u30ea\u30c3\u30c9\u904b\u7528\u306e\u6539\u5584\u3092\u884c\u3044\u3001\u30a8\u30cd\u30eb\u30ae\u30fc\u6d88\u8cbb\u306e\u5909\u52d5\u3092\u7de9\u548c\u3059\u308b\u3002\u3055\u3089\u306b\u3082\u3046\u4e00\u3064\u306e\u6b21\u5143\u3068\u3057\u3066\u3001\u5f37\u5316\u5b66\u7fd2\u306a\u3069\u306e\u9ad8\u5ea6\u306aAI\u6280\u8853\u3092\u7528\u3044\u3066\u3001\u5206\u6563\u578b\u30a8\u30cd\u30eb\u30ae\u30fc\u65bd\u8a2d\u9593\u3067\u96fb\u529b\u3092\u77e5\u80fd\u7684\u306b\u5236\u5fa1\u3057\u3001\u52b9\u7387\u6027\u3092\u78ba\u4fdd\u3057\u306a\u304c\u3089\u6027\u80fd\u3092\u640d\u306a\u308f\u306a\u3044\u3088\u3046\u306b\u3059\u308b\u3002<\/p>\n\n\n\n [Full Video<\/a>]<\/p>\n\n\n\n\n\n <\/p>\n\n\n\n\n\n\n\n Yasuo Kuniyoshi (opens in new tab)<\/span><\/a><\/strong> \u570b\u5409\u5eb7\u592b<\/strong><\/p>\n\n\n\n Professor, The University of Tokyo<\/p>\n\n\n\n \u6771\u4eac\u5927\u5b66 \u6b21\u4e16\u4ee3\u77e5\u80fd\u79d1\u5b66\u7814\u7a76\u30bb\u30f3\u30bf\u30fc\u9577\u3001\u5927\u5b66\u9662\u60c5\u5831\u7406\u5de5\u5b66\u7cfb\u7814\u7a76\u79d1 \u77e5\u80fd\u6a5f\u68b0\u60c5\u5831\u5b66\u5c02\u653b \u6559\u6388<\/p>\n<\/div>\n<\/div>\n\n\n\n\n\n Director of Next Generation Artificial Intelligence Research Center of The University of Tokyo and Professor, Graduate School of Information Science and Technology, The University of Tokyo.<\/p>\n\n\n\n KUNIYOSHI Yasuo received Ph.D. from The University of Tokyo in 1991 and joined Electrotechnical Laboratory, AIST, MITI, Japan. From 1996 to 1997 he was a Visiting Scholar at MIT AI Lab. In 2001 he was appointed as an Associate Professor and then full Professor in 2005 at The University of Tokyo. He is also the Director of RIKEN BSI-Toyota Collaboration Center since 2012, and the Director of Next Generation Artificial Intelligence Research Center of The University of Tokyo since 2016.<\/p>\n\n\n\n His research interests include emergence and development of embodied cognition, humanoid and bio-inspired robotics, and human AI. He published over 500 technical papers and authored or edited more than 22 books. He received IJCAI 93 Outstanding Paper Award, Okawa Publications Prize, Gold Medal \u201cTokyo Techno-Forum21\u201d Award, IEEE International Conference on Robotics and Biomimetics T.-J. Tarn Best Paper Award in Robotics, RSJ Best Paper Awards, and other awards.He is a Fellow of Robotics Society of Japan and a member of IEEE, Science Council of Japan (affiliate), Japan Society of Artificial Intelligence, Information Processing Society of Japan and the Japanese Society of Baby Science.<\/p>\n\n\n\n \u6771\u4eac\u5927\u5b66\u3000\u6b21\u4e16\u4ee3\u77e5\u80fd\u79d1\u5b66\u7814\u7a76\u30bb\u30f3\u30bf\u30fc\u9577\u30fb\u5927\u5b66\u9662\u60c5\u5831\u7406\u5de5\u5b66\u7cfb\u7814\u7a76\u79d1\u3000\u77e5\u80fd\u6a5f\u68b0\u60c5\u5831\u5b66\u5c02\u653b\u3000\u6559\u6388\uff0e1985\u5e74\u6771\u4eac\u5927\u5b66\u5de5\u5b66\u90e8\u7269\u7406\u5de5\u5b66\u79d1\u5352\u696d\uff0c1991\u5e74\u6771\u4eac\u5927\u5b66\u5927\u5b66\u9662\u5de5\u5b66\u7cfb\u7814\u7a76\u79d1\u60c5\u5831\u5de5\u5b66\u5c02\u653b\u4fee\u4e86\uff0c\u5de5\u5b66\u535a\u58eb\uff0c\u540c\u5e74\u901a\u5546\u7523\u696d\u7701\u5de5\u696d\u6280\u8853\u9662\u96fb\u5b50\u6280\u8853\u7dcf\u5408\u7814\u7a76\u6240\u7814\u7a76\u54e1\uff0c1996\u5e74\uff5e97\u5e74MIT\u4eba\u5de5\u77e5\u80fd\u7814\u7a76\u6240\u5ba2\u54e1\u7814\u7a76\u54e1\uff0c2001\u5e74\u6771\u4eac\u5927\u5b66\u52a9\u6559\u6388\uff0c2005\u5e74\u540c\u6559\u6388\uff0e2012\uff5e7\u5e74\u65b0\u5b66\u8853\u9818\u57df\u7814\u7a76\u300c\u69cb\u6210\u8ad6\u7684\u767a\u9054\u79d1\u5b66\u300d\u9818\u57df\u4ee3\u8868\uff0c2012\u5e74\uff5e\u7406\u7814BSI-\u30c8\u30e8\u30bf\u9023\u643a\u30bb\u30f3\u30bf\u30fc\u9577\u517c\u52d9\uff0c2016\u5e74\uff5e\u6771\u4eac\u5927\u5b66\u6b21\u4e16\u4ee3\u77e5\u80fd\u79d1\u5b66\u7814\u7a76\u30bb\u30f3\u30bf\u30fc\u9577\u517c\u52d9\uff0e\u8eab\u4f53\u6027\u306b\u57fa\u3065\u304f\u8a8d\u77e5\u306e\u5275\u767a\u3068\u767a\u9054\uff0c\u30d2\u30e5\u30fc\u30de\u30ce\u30a4\u30c9\u5168\u8eab\u884c\u52d5\u306e\u30b3\u30c4\u3068\u76ee\u306e\u4ed8\u3051\u6240\uff0c\u52d5\u7684\u5b9f\u4e16\u754c\u77e5\u80fd\uff0c\u4eba\u9593\u578bAI\u306a\u3069\u306e\u7814\u7a76\u306b\u5f93\u4e8b\uff0e<\/p>\n\n\n\n \u65e5\u672c\u30ed\u30dc\u30c3\u30c8\u5b66\u4f1a\u8ad6\u6587\u8cde\uff0c\u4f50\u85e4\u8a18\u5ff5\u77e5\u80fd\u30ed\u30dc\u30c3\u30c8\u7814\u7a76\u5968\u52b1\u8cde\uff0cIJCAI\uff08\u56fd\u969b\u4eba\u5de5\u77e5\u80fd\u5b66\u4f1a\uff09\u6700\u512a\u79c0\u8ad6\u6587\u8cde\uff0c\u30b4\u30fc\u30eb\u30c9\u30e1\u30c0\u30eb\u300c\u6771\u4eac\u30c6\u30af\u30ce\u30fb\u30d5\u30a9\u30fc\u30e9\u30e021\u8cde\u300d\uff0c\u5927\u5ddd\u51fa\u7248\u8cde\u7b49\u53d7\u8cde\uff0e\u65e5\u672c\u5b66\u8853\u4f1a\u8b70\u9023\u643a\u4f1a\u54e1\uff0c\u65e5\u672c\u30ed\u30dc\u30c3\u30c8\u5b66\u4f1a\u30d5\u30a7\u30ed\u30fc\uff0e\u767a\u9054\u795e\u7d4c\u79d1\u5b66\u5b66\u4f1a\u7406\u4e8b\u9577\uff0eIEEE, \u65e5\u672c\u30ed\u30dc\u30c3\u30c8\u5b66\u4f1a\uff0c\u4eba\u5de5\u77e5\u80fd\u5b66\u4f1a\uff0c\u60c5\u5831\u51e6\u7406\u5b66\u4f1a\uff0c\u767a\u9054\u795e\u7d4c\u79d1\u5b66\u5b66\u4f1a\uff0c\u65e5\u672c\u8d64\u3061\u3083\u3093\u5b66\u4f1a\u306e\u4f1a\u54e1\uff0e\u4e3b\u306a\u7de8\u8457\u66f8\u306b\u300c\u30ed\u30dc\u30c3\u30c8\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30b9\u300d\uff08\u5171\u8457\uff0c\u5ca9\u6ce2\u66f8\u5e972006\uff09\uff0c\u300c\u8eab\u4f53\u3092\u6301\u3064\u77e5\u80fd\u300d\uff08\u5171\u8457\uff0c\u30b7\u30e5\u30d7\u30ea\u30f3\u30ac\u30fc\u30fb\u30b8\u30e3\u30d1\u30f32006\uff09\uff0c\u30b7\u30ea\u30fc\u30ba\u300c\u8eab\u4f53\u3068\u30b7\u30b9\u30c6\u30e0\u300d\uff08\u5171\u7de8\uff0c\u51686\u5dfb\uff0c\u91d1\u5b50\u66f8\u623f2001-2002\uff09\uff0c\u201dEmbodied Artificial Intelligence\u201d \uff08\u5171\u7de8\u8457\uff0cSpringer, 2004\uff09\uff0c\u300c\u77e5\u80fd\u306e\u8b0e\u300d\uff08\u5171\u8457\uff0c\u8b1b\u8ac7\u793e2004\uff09\u306a\u3069\uff0e<\/p>\n\n\n\n\n\n Baining Guo<\/a><\/strong><\/p>\n\n\n\n Distinguished Scientist, Microsoft Research Asia<\/p>\n<\/div>\n<\/div>\n\n\n\n\n\n Baining Guo is a Distinguished Scientist with Microsoft Research. Prior to joining Microsoft in 1999, Baining was a senior staff researcher with Intel Research in Santa Clara, California. Baining received his PhD and MS degrees from Cornell University, and his BS from Peking University. He is a fellow of ACM, IEEE, and Canadian Academy of Engineering.<\/p>\n\n\n\n Baining works in computer graphics, geometric modeling, virtual reality, and computer vision. His research focuses on three areas: DNN models for 3D graphics and imaging, statistical modeling of textures and appearances, and geometric modeling. His work is motivated by applications in the fields of virtual reality, video communication, digital content creation, and video gaming. He was a keynote speaker in many graphics and visual computing conferences, including ACM\/SIAM Solid and Physical Modeling (SPM), IEEE Shape Modeling International (SMI), IEEE Virtual Reality (IEEE-VR), IEEE Multimedia and Expo (ICME), IEEE Visual Communication and Image Processing (VCIP), Pacific Graphics (PG), Computer Animation and Social Agents (CASA), and IEEE ICASSP.<\/p>\n\n\n\n He served on program committees of most major graphics conferences, including ACM SIGGRAPH, ACM SIGGRAPH Asia, and IEEE Visualization. He was a member of ACM Siggraph Papers Advisory Group (2013-2015). He was the technical papers program chair of ACM SIGGRAPH Asia in 2014. He also served on the editorial boards of IEEE Transactions on Visualization and Computer Graphics, IEEE Computer Graphics and Applications, and Elsevier Journal of Computer and Graphics.<\/p>\n\n\n\n Baining Guo \u306f\u3001Microsoft Research \u306e\u8457\u540d\u306a\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u3067\u3042\u308b\u30021999 \u5e74\u306b\u30de\u30a4\u30af\u30ed\u30bd\u30d5\u30c8\u306b\u5165\u793e\u3059\u308b\u524d\u306f\u3001\u30ab\u30ea\u30d5\u30a9\u30eb\u30cb\u30a2\u5dde\u30b5\u30f3\u30bf\u30af\u30e9\u30e9\u306e Intel Research \u3067Senior Staff Researcher\u3092\u52d9\u3081\u3066\u3044\u305f\u3002Baining\u306f\u3001\u30b3\u30fc\u30cd\u30eb\u5927\u5b66\u3067\u535a\u58eb\u53f7\u3068\u4fee\u58eb\u53f7\u3092\u53d6\u5f97\u3057\u3001\u5317\u4eac\u5927\u5b66\u3067\u7406\u5b66\u58eb\u53f7\u3092\u53d6\u5f97\u3057\u3066\u3044\u308b\u3002\u5f7c\u306fACM\u3001IEEE\u3001\u304a\u3088\u3073\u30ab\u30ca\u30c0\u5de5\u5b66\u30a2\u30ab\u30c7\u30df\u30fc\u306e\u30d5\u30a7\u30ed\u30fc\u3067\u3042\u308b\u3002Baining\u306f\u3001\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30fc\u30b0\u30e9\u30d5\u30a3\u30c3\u30af\u30b9\u3001\u5e7e\u4f55\u5b66\u7684\u30e2\u30c7\u30ea\u30f3\u30b0\u3001\u30d0\u30fc\u30c1\u30e3\u30eb\u30ea\u30a2\u30ea\u30c6\u30a3\u3001\u304a\u3088\u3073\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30fc\u30d3\u30b8\u30e7\u30f3\u5206\u91ce\u306e\u7814\u7a76\u306b\u5f93\u4e8b\u3057\u3066\u3044\u308b\u3002\u5f7c\u306e\u7814\u7a76\u306f\u30013D\u30b0\u30e9\u30d5\u30a3\u30c3\u30af\u30b9\u3068\u30a4\u30e1\u30fc\u30b8\u30f3\u30b0\u306e\u305f\u3081\u306eDNN\u30e2\u30c7\u30eb\u3001\u30c6\u30af\u30b9\u30c1\u30e3\u3068\u5916\u89b3\u306e\u7d71\u8a08\u30e2\u30c7\u30ea\u30f3\u30b0\u3001\u304a\u3088\u3073\u5e7e\u4f55\u5b66\u7684\u30e2\u30c7\u30ea\u30f3\u30b0\u306e3\u3064\u306e\u5206\u91ce\u306b\u7126\u70b9\u3092\u5f53\u3066\u3066\u3044\u308b\u3002\u5f7c\u306e\u4ed5\u4e8b\u306f\u3001\u30d0\u30fc\u30c1\u30e3\u30eb\u30ea\u30a2\u30ea\u30c6\u30a3\u3001\u30d3\u30c7\u30aa\u30b3\u30df\u30e5\u30cb\u30b1\u30fc\u30b7\u30e7\u30f3\u3001\u30c7\u30b8\u30bf\u30eb\u30b3\u30f3\u30c6\u30f3\u30c4\u4f5c\u6210\u3001\u30d3\u30c7\u30aa\u30b2\u30fc\u30e0\u306e\u5206\u91ce\u3067\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u3088\u3063\u3066\u52d5\u6a5f\u4ed8\u3051\u3089\u308c\u3066\u3044\u308b\u3002ACM\/SIAM Solid and Physical Modeling (SPM)\u3001IEEE Shape Modeling International (SMI)\u3001IEEE Virtual Reality (IEEE-VR)\u3001IEEE MULTIMEDIA AND Expo (ICME)\u3001IEEE Visual Communication and Image Processing (VCIP)\u3001Pacific Graphics (PG)\u3001Computer Animation and Social Agents (CASA)\u3001IEEE ICASSP \u306a\u3069\u3001\u591a\u304f\u306e\u30b0\u30e9\u30d5\u30a3\u30c3\u30af\u30b9\u304a\u3088\u3073\u30d3\u30b8\u30e5\u30a2\u30eb\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u4f1a\u8b70\u3067\u57fa\u8abf\u8b1b\u6f14\u3092\u884c\u3063\u305f\u3002\u5f7c\u306f\u3001ACM SIGGRAPH\u3001ACM SIGGRAPH Asia\u3001IEEE Visualization\u306a\u3069\u3001\u307b\u3068\u3093\u3069\u306e\u4e3b\u8981\u306a\u30b0\u30e9\u30d5\u30a3\u30c3\u30af\u30b9\u4f1a\u8b70\u306e\u30d7\u30ed\u30b0\u30e9\u30e0\u59d4\u54e1\u4f1a\u306e\u59d4\u54e1\u3092\u52d9\u3081\u305f\u3002\u307e\u305f\u3001ACM SIGGRAPH Paper Advisory Group\u306e\u30e1\u30f3\u30d0\u30fc\u3060\u3063\u305f(2013-2015)\u30022014\u5e74\u306b\u306fACM SIGGRAPH Asia\u306eTechnical Paper Program Chair\u306e\u307b\u304b\u3001IEEE Transactions on Visualization and Computer Graphics\u3001IEEE Computer Graphics and Applications\u3001Elsevier Journal of Computer and Graphics\u306e\u7de8\u96c6\u59d4\u54e1\u3082\u52d9\u3081\u305f\u3002<\/p>\n\n\n\n\n\n Date: November 14, Tuesday, 2023<\/p>\n\n\n\nChair \u30c1\u30a7\u30a2\u30fc<\/h3>\n\n\n\n
![\"Baining](\"https:\/\/www.microsoft.com\/en-us\/research\/uploads\/prod\/2023\/10\/ai-forum-2023-baining-guo-300x300.png\")
<\/figure>\n<\/div>\n\n\n\n![\"photo\"](\"https:\/\/www.microsoft.com\/en-us\/research\/uploads\/prod\/2023\/10\/ai-forum-2023-teruo-fujii-1024x1024.png\")
<\/figure>\n<\/div>\n\n\n\n
\n\n\n\n![\"photo\"](\"https:\/\/www.microsoft.com\/en-us\/research\/uploads\/prod\/2023\/10\/ai-forum-2023-peter-lee.png\")
<\/figure>\n<\/div>\n\n\n\n
\n\n\n\n![\"a](\"https:\/\/www.microsoft.com\/en-us\/research\/uploads\/prod\/2023\/10\/ai-forum-2023-sebastien.png\")
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\n\n\n\n\n\n
\n \nTime<\/th>\n Session<\/th>\n <\/th>\n Keynote Speaker<\/th>\n<\/tr>\n<\/thead>\n \n 13:00-13:10<\/td>\n Opening Remarks\n
\n\u30aa\u30fc\u30d7\u30cb\u30f3\u30b0\n
\n[Full Video<\/a>]\n<\/td>\n<\/td>\nTeruo Fujii \u85e4\u4e95\u8f1d\u592b<\/strong>\n
\nPresident, The University of Tokyo\n
\n\u6771\u4eac\u5927\u5b66 \u7dcf\u9577\n<\/td>\n<\/tr>\n\n\n 13:10-13:40<\/td>\n The Emergence of General AI for Medicine\n
\n\u533b\u7642\u7528AI\u306e\u51fa\u73fe\n
\n[Full Video<\/a>]\n<\/td>\n<\/td>\nPeter Lee<\/strong>\n
\nCorporate Vice President, Microsoft Research & Incubations\n<\/td>\n<\/tr>\n\n 13:40-14:00<\/td>\n The Small Models Revolution\n
\n\u5c0f\u898f\u6a21\u30e2\u30c7\u30eb\u9769\u547d\n
\n[Full Video<\/a>]\n<\/td>\n<\/td>\nSebastien Bubeck<\/strong>\n
\nPartner Research Manager, Microsoft Research Redmond\n<\/td>\n<\/tr>\n\n\n