Robust and Efficient Transfer Learning using Hidden Parameter Markov Decision Processes<\/div><\/td>\r\n
\r\nSam Daulton, Harvard University \/ Taylor Killian, Harvard University; Finale Doshi-Velez, Harvard University;\u00a0George Konidaris, Brown University<\/div><\/td>\r\n<\/tr>\r\n \r\n\r\nMultimodal Sparse Representation Learning for Multimedia Applications<\/div><\/td>\r\n Miriam Cha, Harvard University \/ Youngjune L. Gwon & H.T. Kung, Harvard University<\/td>\r\n<\/tr>\r\n | \r\n\r\nLearning Optimized Risk Scores on Large-Scale Datasets<\/div><\/td>\r\n \r\nBerk Ustun, Massachusetts Institute of Technology \/ Cynthia Rudin, Duke University<\/div><\/td>\r\n<\/tr>\r\n \r\n\r\nAccurate structure-based drug-protein binding energy prediction with deep convolutional neural networks<\/div><\/td>\r\n \r\n\r\n\r\nMaksym Korablyov, Massachusetts Institute of Technology \/ \u00a0Xiao Luo,\u00a0Nilai Sarda, Mengyuan Sun, Tyson Chen, Lily Zhang, Ellen Shea,\u00a0Erica Weng, Brian Xie, Yejin You, Ryan Hays, Shuo Gu, Collin Stultz, & Gil Alterovitz, Harvard-MIT division, Boston Children\u2019s Hospital\r\n\r\n<\/div><\/td>\r\n<\/tr>\r\n \r\n\r\nKronecker Determinantal Point Processes<\/div><\/td>\r\n Zelda Mariet,\u00a0Massachusetts Institute of Technology \/ Suvrit Sra, Massachusetts Institute of Technology<\/td>\r\n<\/tr>\r\n | \r\n\r\nSynthesizing 3D via Modeling Multi-View Depth Maps and Silhouettes with Deep Generative Networks<\/div><\/td>\r\n \r\n\r\n\r\nAmir Arsalan Soltani,\u00a0Massachusetts Institute of Technology \/ Haibin Huang, University of Massachusetts, Amherst;\u00a0Jiajun Wu, Massachusetts Institute of Technology;\u00a0Tejas D. Kulkarni, Google DeepMind;\u00a0Joshua B. Tenenbaum, Massachusetts Institute of Technology\r\n\r\n<\/div><\/td>\r\n<\/tr>\r\n \r\n\r\nR-C3D: Region Convolutional 3D Network for Temporal Activity Detection<\/div><\/td>\r\n Huijuan Xu,\u00a0Boston University \/ Abir Das, Boston University;\u00a0Kate Saenko, Boston University<\/td>\r\n<\/tr>\r\n | \r\n\r\nA Decentralized Cluster Primal Dual Splitting Method for Large-Scale Sparse Support Vector Machines with An Application to Hospitalization Prediction<\/div><\/td>\r\n \r\n\r\n\r\nTheodora S. Brisimi,\u00a0Boston University \/ Alex Olshevsky, Ioannis Ch. Paschalidis, & Wei Shi, Boston University\r\n\r\n<\/div><\/td>\r\n<\/tr>\r\n \r\n\r\nSmartPlayroom: Semi-automated behavioral analysis of children with ASD in naturalistic environment<\/div><\/td>\r\n Pankaj Gupta,\u00a0Brown University \/ Elena Tenenbaum, Stephen Sheinkopf, Thomas Serre, & Dima Amso, Brown University<\/td>\r\n<\/tr>\r\n | \r\n\r\nGuided Proofreading of Automatic Segmentations for Connectomics<\/div><\/td>\r\n \r\n\r\n\r\nDaniel Haehn,\u00a0Harvard University \/ Verena Kaynig-Fittkau, Harvard University;\u00a0James Tompkin, Brown University;\u00a0Jeff W. Lichtman & Hanspeter Pfister, Harvard University\r\n\r\n<\/div><\/td>\r\n<\/tr>\r\n \r\n\r\nLie-Access Neural Turing Machines<\/div><\/td>\r\n Greg Yang,\u00a0Harvard University \/\u00a0Alexander Rush, Harvard University<\/td>\r\n<\/tr>\r\n | \r\n\r\nDiscriminate-and-Rectify Encoders: Learning from Image Transformation Sets<\/div><\/td>\r\n \r\n\r\n\r\nAndrea Tacchetti,\u00a0Massachusetts Institute of Technology \/ Stephen Voinea & Georgios Evangelopoulos,\u00a0Massachusetts Institute of Technology\r\n\r\n<\/div><\/td>\r\n<\/tr>\r\n \r\n\r\nTesting Ising Models<\/div><\/td>\r\n Gautam Kamath,\u00a0Massachusetts Institute of Technology \/ Constantinos Daskalakis & Nishanth Dikkala,\u00a0Massachusetts Institute of Technology<\/td>\r\n<\/tr>\r\n | \r\n\r\nMutual Information Hashing<\/div><\/td>\r\n \r\n\r\n\r\nFatih Cakir,\u00a0Boston University \/ Kun He, Sarah Adel Bargal, & Stan Sclaroff, Boston University\r\n\r\n<\/div><\/td>\r\n<\/tr>\r\n \r\n\r\nDataflow Matrix Machines as a Model of Computations with Linear Streams<\/div><\/td>\r\n Michael Bukatin,\u00a0HERE North America LLC \/\u00a0Jon Anthony, Boston College<\/td>\r\n<\/tr>\r\n | \r\n\r\nA Bandit Framework for Strategic Regression<\/div><\/td>\r\n \r\n\r\n\r\nYang Liu,\u00a0Harvard University \/\u00a0Yiling Chen, Harvard University\r\n\r\n<\/div><\/td>\r\n<\/tr>\r\n \r\n\r\nRobust Budget Allocation via Continuous Submodular Functions<\/div><\/td>\r\n Matthew Staib,\u00a0Massachusetts Institute of Technology \/\u00a0Stefanie Jegelka, Massachusetts Institute of Technology<\/td>\r\n<\/tr>\r\n | \r\n\r\nValue Directed Exploration in Multi-Armed Bandits with Structured Priors<\/div><\/td>\r\n \r\nBence Cserna,\u00a0University of New Hampshire \/ Marek Petrik, Reazul Hasan Russel, & Wheeler Ruml, University of New Hampshire<\/div><\/td>\r\n<\/tr>\r\n \r\n\r\nDesigning Neural Network Architectures Using Reinforcement Learning<\/div><\/td>\r\n Bowen Baker,\u00a0Massachusetts Institute of Technology \/ Otkrist Gupta, Nikhil Naik, & Ramesh Raskar, Massachusetts Institute of Technology<\/td>\r\n<\/tr>\r\n | \r\n\r\nWhat do Neural Machine Translation Models Learn about Morphology?<\/div><\/td>\r\n \r\n\r\n\r\nYonatan Belinkov,\u00a0Massachusetts Institute of Technology \/ Nadir Durrani, Fahim Dalvi, & Hassan Sajjad, Qatar Computing Research Institute;\u00a0James Glass, Massachusetts Institute of Technology\r\n\r\n<\/div><\/td>\r\n<\/tr>\r\n \r\n\r\nMessage-passing algorithms for synchronization problems<\/div><\/td>\r\n Amelia Perry, Massachusetts Institute of Technology \/ Alexander S. Wein, Massachusetts Institute of Technology;\u00a0Afonso S. Bandeira, New York University;\u00a0Ankur Moitra, Massachusetts Institute of Technology<\/td>\r\n<\/tr>\r\n | \r\n\r\nNon-detection in spiked matrix models<\/div><\/td>\r\n \r\n\r\n\r\nAlex Wein, Massachusetts Institute of Technology \/ Amelia Perry, Massachusetts Institute of Technology;\u00a0Afonso Bandeira, New York University Courant;\u00a0Ankur Moitra, Massachusetts Institute of Technology\r\n\r\n<\/div><\/td>\r\n<\/tr>\r\n \r\n\r\nCoarse-to-Fine Attention Models for Document Summarization<\/div><\/td>\r\n Jeffrey Ling,\u00a0Harvard University \/ Alexander Rush, Harvard University<\/td>\r\n<\/tr>\r\n | \r\n\r\nTensorFlow Debugger: Debugging Dataflow Graphs for Machine Learning<\/div><\/td>\r\n \r\nShanqing Cai,\u00a0Google \/ Eric Breck, Eric Nielsen, Michael Salib, & D. Sculley, Google<\/div><\/td>\r\n<\/tr>\r\n \r\n\r\nComputational Prediction of Neoantigens for Personalized Cancer Vaccines<\/div><\/td>\r\n Michael Rooney,\u00a0Neon Therapeutics (formerly at Broad, MIT) \/ Jenn Abelin, Neon Therapeutics (formerly at Broad);\u00a0Derin Keskin, Dana\u2013Farber Cancer Institute;\u00a0Sisi Sarkizova, Harvard;\u00a0Nir Hacohen & Steve Carr, Broad Institute;\u00a0Cathy Wu,\u00a0Dana\u2013Farber Cancer Institute<\/td>\r\n<\/tr>\r\n | \r\n\r\nOn Sequential Elimination Algorithms for Best-Arm Identification in Multi-Armed Bandits<\/div><\/td>\r\n \r\n\r\n\r\nShahin Shahrampour,\u00a0Harvard University \/ Mohammad Noshad &\u00a0Vahid Tarokh, Harvard University\r\n\r\n<\/div><\/td>\r\n<\/tr>\r\n \r\n\r\nBayesian Group Decisions: Algorithms and Complexity<\/div><\/td>\r\n Amin Rahimian,\u00a0University of Pennsylvania\/MIT Institute for Data, Systems, and Society \/ Ali Jadbabaie &\u00a0Elchanan Mossel, Massachusetts Institute of Technology<\/td>\r\n<\/tr>\r\n | \r\n\r\nNode Embedding for Network Community Discovery<\/div><\/td>\r\n \r\nChristy Lin,\u00a0Boston University \/ Prakash Ishwar, Boston University;\u00a0Weicong Ding, Technicolor<\/div><\/td>\r\n<\/tr>\r\n \r\n\r\nMax-value Entropy Search for Efficient Bayesian Optimization<\/div><\/td>\r\n Zi Wang,\u00a0Massachusetts Institute of Technology \/\u00a0Stefanie Jegelka Professor,\u00a0Massachusetts Institute of Technology<\/td>\r\n<\/tr>\r\n | \r\n\r\nNetwork Analysis Identifies Regions of Chromosome Interactions in the Genome<\/div><\/td>\r\n \r\n\r\n\r\nAnastasiya Belyaeva, Massachusetts Institute of Technology \/ Caroline Uhler, Massachusetts Institute of Technology;\u00a0Saradha Venkatachalapathy, GV Shivashankar, & Mallika Nagarajan, National University of Singapore\r\n\r\n<\/div><\/td>\r\n<\/tr>\r\n \r\n\r\nSoundNet: Learning Sound Representations from Unlabeled Video<\/div><\/td>\r\n Carl Vondrick, Massachusetts Institute of Technology \/ Yusuf Aytar & Antonio Torralba,\u00a0Massachusetts Institute of Technology<\/td>\r\n<\/tr>\r\n | \r\n\r\nRecursive Sampling for the Nystrom Method<\/div><\/td>\r\n \r\n\r\n\r\nChristopher Musco,\u00a0Massachusetts Institute of Technology\r\n\r\n<\/div><\/td>\r\n<\/tr>\r\n \r\n\r\nRobust Statistics in High Dimensions, Revisited<\/div><\/td>\r\n Jerry Li,\u00a0Massachusetts Institute of Technology \/ Ilias Diakonikolas, University of Southern California;\u00a0Gautam Kamath, Massachusetts Institute of Technology;\u00a0Daniel M. Kane, University of California, San Diego;\u00a0Ankur Moitra, Massachusetts Institute of Technology;\u00a0Alistair Stewart, University of Southern California<\/td>\r\n<\/tr>\r\n | \r\n\r\nFrom Patches to Images: A Nonparametric Generative Model<\/div><\/td>\r\n \r\n\r\n\r\nGeng Ji,\u00a0Brown University \/\u00a0Mike Hughes, Harvard University;\u00a0Erik Sudderth, Brown University\/University of California, Irvine\r\n\r\n<\/div><\/td>\r\n<\/tr>\r\n \r\n\r\nNucleotide-level Modeling of Genetic Regulation with Large Receptive Fields using Dilated Convolutions<\/div><\/td>\r\n Ankit Gupta,\u00a0Harvard University \/\u00a0Alexander Rush, Harvard University<\/td>\r\n<\/tr>\r\n | \r\n\r\nPredicting the Quality of Short Narratives from Social Media<\/div><\/td>\r\n \r\nTong Wang,\u00a0University of Massachusetts Boston \/ Ping C., University of Massachusetts Boston;\u00a0Albert L., Disney Research<\/div><\/td>\r\n<\/tr>\r\n \r\n\r\nGenerative Adversarial Models for Layered Segmentation<\/div><\/td>\r\n Deniz Oktay,\u00a0Massachusetts Institute of Technology \/ Carl Vondrick &\u00a0Antonio Torralba, Massachusetts Institute of Technology<\/td>\r\n<\/tr>\r\n | \r\n\r\nST-LDDM: An effective model for urban air quality prediction<\/div><\/td>\r\n \r\nZheyun Xiao,\u00a0University of Massachusetts Boston \/ Yang Mu, Facebook;\u00a0Wei Ding, University of Massachusetts Boston<\/div><\/td>\r\n<\/tr>\r\n \r\n\r\nData-driven identification and repair of software vulnerabilities<\/div><\/td>\r\n Onur Ozdemir,\u00a0Draper \/ Jacob H., Boston University;\u00a0Louis K., Onur O.,\u00a0Rebecca R.,\u00a0Marc M., Tomo Lazovich,\r\n&\u00a0Jeffrey O., Draper<\/td>\r\n<\/tr>\r\n | \r\n\r\nA Non-Linear Spatio-Temporal Modeling Framework for Heavy Precipitation and Crop Yield Prediction<\/div><\/td>\r\n \r\n\r\n\r\nYahui Di,\u00a0University of Massachusetts Boston \/\u00a0Wei Ding, University of Massachusetts Boston\r\n\r\n<\/div><\/td>\r\n<\/tr>\r\n \r\n\r\n Predicting neural response of olfactory system with structural and vibrational properties of molecules<\/div><\/td>\r\n | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |