Experiences & Devices

Perspectives: Creating Inclusive and Equitable Hybrid Meeting Experiences

John Tang, Kori Inkpen, Sasa Junuzovic, Keri Mallari, Andrew D. Wilson, Sean Rintel, Shiraz Cupala, Tony Carbary, Abigail Sellen, Bill Buxton

2023 Conference on Computer Supported Cooperative Work | October 2023

PDF DOI Project Project Project Project

Helping Pull Request Reviewer Recommendation Systems to Focus

Nikola Pejic, Zaharije Radivojević, Miloš Cvetanović

IEEE Access | July 2023

Publication

Hear We Are: Spatial Audio Benefits Perceptions of Turn-Taking and Social Presence in Video Meetings

Kate Nowak, Lev Tankelevitch, John Tang, Sean Rintel

CHIWORK 2023 | June 2023

Honorable Mention

PDF DOI Project Project Project

Spatialized Audio and Hybrid Video Conferencing: Where Should Voices be Positioned for People in the Room and Remote Headset Users?

Jeremy Hyrkas, Andrew D. Wilson, John Tang, Hannes Gamper, Hong Sodoma, Lev Tankelevitch, Kori Inkpen, Shreya Chappidi, Brennan Jones

CHI 2023 | April 2023

PDF DOI Project

DigiFace-1M: 1 Million Digital Face Images for Face Recognition

Gwangbin Bae, Martin de La Gorce, Tadas Baltrusaitis, Charlie Hewitt, Dong Chen, Julien Valentin, Roberto Cipolla, Jingjing Shen

Winter Conference on Applications of Computer Vision | January 2023

Publication

Mesh-Tension Driven Expression-Based Wrinkles for Synthetic Faces

Chirag Raman, Charlie Hewitt, Erroll Wood, Tadas Baltrusaitis

Winter Conference on Applications of Computer Vision | January 2023

Publication

Procedural Humans for Computer Vision

Charlie Hewitt, Tadas Baltrusaitis, Erroll Wood, Lohit Petikam, Louis Florentin, Hanz Cuevas Velasquez

MSR-TR-2023-3 | January 2023

Published by Microsoft

Publication

The Tensor Data Platform: Towards an AI-centric Database System

Apurva Gandhi, Yuki Asada, Victor Fu, Advitya Gemawat, Lihao Zhang, Rathijit Sen, Carlo Curino, Jesús Camacho-Rodríguez, Matteo Interlandi

CIDR | January 2023

Publication

ProtoBandit: Efficient Prototype Selection via Multi-Armed Bandits

Arghya Roy Chaudhuri, Pratik Jawanpuria, Bamdev Mishra

ACML 2022 | December 2022

Preprint

SLATE: A Sequence Labeling Approach for Task Extraction from Free-form Inked Content

Apurva Gandhi, Ryan Serrao, Biyi Fang, Gilbert Antonius, Jenna Hong, My Nguyen, Sheng Yi, Ehi Nosakhare, Irene Shaffer, Soundar Srinivasan, Vivek Gupta

2022 Empirical Methods in Natural Language Processing | December 2022

Publication

Topic Segmentation in the Wild: Towards Segmentation of Semi-structured & Unstructured Chats

Reshmi Ghosh, Harjeet Singh Kajal, Sharanya Kamath, Dhuri Shrivastava, Samyadeep Basu, Soundararajan Srinivasan

2022 Neural Information Processing Systems | December 2022

Publication

AutoTSG: Learning and Synthesis for Incident Troubleshooting

Manish Shetty, Chetan Bansal, Sai Pramod Upadhyayula, Arjun Radhakrishna, Anurag Gupta

ESEC/FSE 2022 | November 2022

Publication Publication Publication

Towards Authorship Obfuscation with Language Models

Computers and Communication Security (CCS) | November 2022

Publication

How to Fight Production Incidents? An Empirical Study on a Large-scale Cloud Service

Supriyo GHOSH, Manish Shetty, Chetan Bansal, Suman Nath

SoCC 2022 | November 2022

Best Paper Award

Publication PDF Project

“It’s only when somebody says a tool worked for them that I believe it will work for me”: Socio-tecture as a lens for digital transformation

Kagonya Awori, Melisa Achoko Allela, Stephanie Nyairo, Samuel Chege Maina, Jacki O'Neill

2022 Conference on Computer Supported Cooperative Work | November 2022

Publication Project Project

3D Face Reconstruction with Dense Landmarks

Erroll Wood, Tadas Baltrusaitis, Charlie Hewitt, Matthew Johnson, Jingjing Shen, Nikola Milosavljevic, Daniel Wilde, Stephan Garbin, Chirag Raman, Jamie Shotton, Toby Sharp, Ivan Stojiljkovic, Tom Cashman, Julien Valentin

2022 European Conference on Computer Vision | October 2022

Publication PDF

Share the Tensor Tea: How Databases can Leverage the Machine Learning Ecosystem

Yuki Asada, Victor Fu, Apurva Gandhi, Advitya Gemawat, Lihao Zhang, Dong He, Vivek Gupta, Ehi Nosakhare, Dalitso Banda, Rathijit Sen, Matteo Interlandi

VLDB | September 2022, Vol 15(12): pp. 3598-3601

Best demo award

Publication

Characterizing the Usage of CI Tools in ML Projects

Dhia Elhaq Rzig, Foyzul Hassan, Chetan Bansal, Nachiappan Nagappan

ESEM 2022 | September 2022

Publication

Participatory Design: An East African Take

Kagonya Awori, Fiona Catherine Ssozi, Rehema Baguma

Participatory Design Conference | August 2022

DOI

Between a rock and a hard place: Negotiating Dependencies and Precarity in the On-Demand Economy

Srihari Hulikal Muralidhar, Claus Bossen, Jacki O'Neill

Journal of Computer-Supported Cooperative Work | July 2022, Vol 31(3): pp. 443-486

PDF DOI Publication

Transformers are Meta-Reinforcement Learners

Luckeciano Carvalho Melo

ICML 2022 | July 2022

Publication

Unsupervised Context Aware Sentence Representation Pretraining for Multi-lingual Dense Retrieval

Ning Wu, Yaobo Liang, Houxing Ren, Linjun Shou (寿林钧), Nan Duan, Ming Gong (YIMING), Daxin Jiang (姜大昕)

IJCAI 2022 | July 2022

Publication

Keynote: Searching for a New and Better Future of Work

Jaime Teevan

2022 International ACM SIGIR Conference on Research and Development in Information Retrieval | July 2022

Publication

Walk a Mile in Their Shoes: The Covid pandemic through the lens of four tech workers

Jenna Butler, Catherine Yeh

ACM Queue | May 2022, Vol 20(2)

Publication Project

Microsoft New Future of Work Report 2022

Jaime Teevan, Nancy Baym, Jenna Butler, Brent Hecht, Sonia Jaffe, Kate Nowak, Abigail Sellen, Longqi Yang, Marcus Ash, Kagonya Awori, Mia Bruch, Piali Choudhury, Adam Coleman, Scott Counts, Shiraz Cupala, Mary Czerwinski, Ed Doran, Elizabeth Fetterolf, Mar Gonzalez Franco, Kunal Gupta, Aaron L Halfaker, Constance Hadley, Brian Houck, Kori Inkpen, Shamsi Iqbal, Eric Knudsen, Stacey Levine, Siân Lindley, Jennifer Neville, Jacki O'Neill, Rick Pollak, Victor Poznanski, Sean Rintel, Neha Parikh Shah, Siddharth Suri, Adam D. Troy, Mengting Wan

MSR-TR-2022-3 | May 2022

Published by Microsoft

Publication Video Video Video Video Video Video Project Project Project Project

DeepAnalyze: Learning to Localize Crashes at Scale

Manish Shetty, Chetan Bansal, Suman Nath, Sean Bowles, Henry Wang, Ozgur Arman, Siamak Ahari

ICSE 2022 | May 2022

Publication Project

Bridging the Gap between Language Models and Cross-Lingual Sequence Labeling

Nuo Chen, Linjun Shou (寿林钧), Ming Gong (YIMING), Jian Pei, Daxin Jiang (姜大昕)

NAACL 2022 | April 2022

Publication

SoftNER: Mining knowledge graphs from Cloud Incidents

Manish Shetty, Chetan Bansal, Sumit Kumar, Nikitha Rao, Nachiappan Nagappan

Empirical Software Engineering | April 2022, Vol 27(4)

Publication

Spot Virtual Machine Eviction Prediction in Microsoft Cloud

Fangkai Yang, Bowen Pang, Jue Zhang, Bo Qiao, Lu Wang, Camille Couturier, Chetan Bansal, Soumya Ram, Si Qin, Zhen Ma, Íñigo Goiri, Eli Cortez, Senthil Baladhandayutham, Victor Rühle, Saravan Rajmohan, Qingwei Lin 林庆维, Dongmei Zhang

TheWebConf 2022 | April 2022

Publication

From Good to Best: Two-Stage Training for Cross-lingual Machine Reading Comprehension

Nuo Chen, Linjun Shou (寿林钧), Ming Gong (YIMING), Jian Pei, Daxin Jiang (姜大昕)

AAAI 2022 | December 2021

Publication

A Linguistic Annotation Framework to Study Interactions in Multilingual Healthcare Conversational Forums

Ishani Mondal, Kalika Bali, Mohit Jain, Monojit Choudhury, Ashish Sharma, Evans Gitau, Jacki O'Neill, Kagonya Awori, Sarah Gitau

LAW | EMNLP | December 2021

Publication Publication Project

Learning from Multiple Noisy Augmented Data Sets for Better Cross-Lingual Spoken Language Understanding

Yingmei Guo, Linjun Shou (寿林钧), Jian Pei, Ming Gong (YIMING), Mingxing Xu, Zhiyong Wu, Daxin Jiang (姜大昕)

EMNLP 2021 | October 2021

Publication

WhiteningBERT: An Easy Unsupervised Sentence Embedding Approach

Junjie Huang, Duyu Tang, Wanjun Zhong, Shuai Lu, Linjun Shou (寿林钧), Ming Gong (YIMING), Daxin Jiang (姜大昕), Nan Duan

EMNLP 2021 | October 2021

Publication

Reinforced Iterative Knowledge Distillation for Cross-Lingual Named Entity Recognition

Shining Liang, Ming Gong (YIMING), Jian Pei, Linjun Shou (寿林钧), Wanli Zuo, Xiang-lin Zuo, Daxin Jiang (姜大昕)

2021 Knowledge Discovery and Data Mining | August 2021

Publication

Retrieval Enhanced Model for Commonsense Generation

Han Wang, Yang Liu, Chenguang Zhu, Linjun Shou (寿林钧), Ming Gong (YIMING), Yichong Xu, Michael Zeng

ACL-IJCNLP 2021 | August 2021

Publication

Generating Human Readable Transcript for Automatic Speech Recognition with Pre-trained Language Model

Junwei Liao, Yu Shi, Ming Gong (YIMING), Linjun Shou (寿林钧), Sefik Emre Eskimez, Liyang Lu, Hong Qu, Michael Zeng

ICASSP2021 | June 2021

Publication

CoSQA: 20,000+ Web Queries for Code Search and Question Answering

Junjie Huang, Duyu Tang, Linjun Shou (寿林钧), Ming Gong (YIMING), Ke Xu, Daxin Jiang (姜大昕), Ming Zhou, Nan Duan

ACL-IJCNLP 2021 | May 2021

Publication Github Github Project

Neural Knowledge Extraction From Cloud Service Incidents

Manish Shetty, Chetan Bansal, Sumit Kumar, Nikitha Rao, Nachiappan Nagappan, Tom Zimmermann

43rd International Conference on Software Engineering (ICSE ’21) – SEIP Track | May 2021

Improving Zero-shot Neural Machine Translation on Language-specific Encoders-Decoders

Junwei Liao, Yu Shi, Ming Gong (YIMING), Linjun Shou (寿林钧), Hong Qu, Michael Zeng

arXiv:2102.06578 | February 2021

Publication

A Simple Approach to Learning Unsupervised Multilingual Embeddings

Pratik Jawanpuria, Mayank Meghwanshi, Bamdev Mishra

2020 Empirical Methods in Natural Language Processing | November 2020

DOI Publication Preprint Publication Publication Publication Publication

ORES: Lowering Barriers with Participatory Machine Learning in Wikipedia

Aaron L Halfaker, R. Stuart Geiger

Proceedings of the ACM on Human-Computer Interaction | October 2020, Vol 4(CSCW2): pp. 1-37

DOI Publication

Cross-lingual Machine Reading Comprehension with Language Branch Knowledge Distillation

Junhao Liu, Linjun Shou (寿林钧), Jian Pei, Ming Gong (YIMING), Min Yang, Daxin Jiang (姜大昕)

COLING 2020 | October 2020

Publication

CodeBERT: A Pre-Trained Model for Programming and Natural Languages

Zhangyin Feng, Daya Guo, Duyu Tang, Nan Duan, Xiaocheng Feng, Ming Gong (YIMING), Linjun Shou (寿林钧), Bing Qin, Ting Liu, Daxin Jiang (姜大昕), Ming Zhou

Findings of EMNLP 2020 | September 2020

Publication Github Project

Geometry-aware domain adaptation for unsupervised alignment of word embeddings

Pratik Jawanpuria, Mayank Meghwanshi, Bamdev Mishra

ACL 2020 | July 2020

Publication

Mining Implicit Relevance Feedback from User Behavior for Web Question Answering

Linjun Shou (寿林钧), Shining Bo, Feixiang Cheng, Ming Gong (YIMING), Jian Pei, Daxin Jiang (姜大昕)

KDD 2020 | June 2020

Publication Project

DeCaf: Diagnosing and Triaging Performance Issues in Large-Scale Cloud Services

Chetan Bansal, Sundararajan Renganathan, Ashima Asudani, Olivier Midy, Mathru Janakiraman

ICSE 2020 | May 2020

PDF Project

Enhancing Answer Boundary Detection for Multilingual Machine Reading Comprehension

Fei Yuan, Linjun Shou (寿林钧), Xuanyu Bai, Ming Gong (YIMING), Yaobo Liang, Nan Duan, Yan Fu, Daxin Jiang (姜大昕)

ACL 2020 | April 2020

Publication Publication Project

XGLUE: A New Benchmark Dataset for Cross-lingual Pre-training, Understanding and Generation

Yaobo Liang, Nan Duan, Yeyun Gong, Ning Wu, Fenfei Guo, Weizhen Qi, Ming Gong (YIMING), Linjun Shou (寿林钧), Daxin Jiang (姜大昕), Guihong Cao, Xiaodong Fan, Bruce Zhang, Rahul Agrawal, Edward Cui, Sining Wei, Taroon Bharti, Jiun-Hung Chen, Winnie Wu, Shuguang Liu, Fan Yang, Ming Zhou

EMNLP 2020 | April 2020

Publication PDF Github Github Github Project

Rex: Preventing Bugs and Misconfiguration in Large Services using Correlated Change Analysis

Sonu Mehta, Ranjita Bhagwan, Rahul Kumar, B. Ashok, Chetan Bansal, Chandra Maddila, Christian Bird, Sumit Asthana, Aditya Kumar

Networked System Design and Implementation (NSDI) | February 2020

Publication Project

NeuronBlocks: Building Your NLP DNN Models Like Playing Lego

Ming Gong (YIMING), Linjun Shou (寿林钧), Wutao Lin, Zhijie Sang, Quanjia Yan, Ze Yang, Feixiang Cheng, Daxin Jiang (姜大昕)

EMNLP 2019 | November 2019

Publication Publication Project Project

Leveraging Change Intents for Characterizing and Identifying Large-Review-Effort Changes

Song Wang, Chetan Bansal, Nachi Nagappan, Adithya Abraham Philip

PROMISE 2019 | September 2019

Publication Project

Unicoder: A Universal Language Encoder by Pre-training with Multiple Cross-lingual Tasks

Haoyang Huang, Yaobo Liang, Nan Duan, Ming Gong (YIMING), Linjun Shou (寿林钧), Daxin Jiang (姜大昕), Ming Zhou

EMNLP 2019 | September 2019

Publication PDF Project

Predicting Pull Request Completion Time: A Case Study on Large Scale Cloud Services

Chandra Maddila, Chetan Bansal, Nachi Nagappan

ESEC/FSE 2019 | August 2019

Publication Project

Building sankie: an AI platform for DevOps

Rahul Kumar, Chetan Bansal, Chandra Maddila, Nitin Sharma, Shawn Martelock, Ravi Bhargava

1st International Workshop on Bots in Software Engineering (BotSE ’19) | May 2019

Publication Project

Learning Multilingual Word Embeddings in Latent Metric Space: A Geometric Approach

Pratik Jawanpuria, Arjun Balgovind, Anoop Kunchukuttan, Bamdev Mishra

Transactions of the Association for Computational Linguistics | April 2019, Vol 7: pp. 107-120

DOI Publication Publication

Model Compression with Two-stage Multi-teacher Knowledge Distillation for Web Question Answering System

Ze Yang, Linjun Shou (寿林钧), Ming Gong (YIMING), Wutao Lin, Daxin Jiang (姜大昕)

WSDM 2020 | February 2019

Publication Publication Project

Perspectives: Creating Inclusive and Equitable Hybrid Meeting Experiences

John Tang, Kori Inkpen, Sasa Junuzovic, Keri Mallari, Andrew D. Wilson, Sean Rintel, Shiraz Cupala, Tony Carbary, Abigail Sellen, Bill Buxton

2023 Conference on Computer Supported Cooperative Work | October 2023

PDF DOI Project Project Project Project

Hear We Are: Spatial Audio Benefits Perceptions of Turn-Taking and Social Presence in Video Meetings

Kate Nowak, Lev Tankelevitch, John Tang, Sean Rintel

CHIWORK 2023 | June 2023

Honorable Mention

PDF DOI Project Project Project

Spatialized Audio and Hybrid Video Conferencing: Where Should Voices be Positioned for People in the Room and Remote Headset Users?

Jeremy Hyrkas, Andrew D. Wilson, John Tang, Hannes Gamper, Hong Sodoma, Lev Tankelevitch, Kori Inkpen, Shreya Chappidi, Brennan Jones

CHI 2023 | April 2023

PDF DOI Project

SLATE: A Sequence Labeling Approach for Task Extraction from Free-form Inked Content

Apurva Gandhi, Ryan Serrao, Biyi Fang, Gilbert Antonius, Jenna Hong, My Nguyen, Sheng Yi, Ehi Nosakhare, Irene Shaffer, Soundar Srinivasan, Vivek Gupta

2022 Empirical Methods in Natural Language Processing | December 2022

Publication

“It’s only when somebody says a tool worked for them that I believe it will work for me”: Socio-tecture as a lens for digital transformation

Kagonya Awori, Melisa Achoko Allela, Stephanie Nyairo, Samuel Chege Maina, Jacki O'Neill

2022 Conference on Computer Supported Cooperative Work | November 2022

Publication Project Project

Participatory Design: An East African Take

Kagonya Awori, Fiona Catherine Ssozi, Rehema Baguma

Participatory Design Conference | August 2022

DOI

Between a rock and a hard place: Negotiating Dependencies and Precarity in the On-Demand Economy

Srihari Hulikal Muralidhar, Claus Bossen, Jacki O'Neill

Journal of Computer-Supported Cooperative Work | July 2022, Vol 31(3): pp. 443-486

PDF DOI Publication

Walk a Mile in Their Shoes: The Covid pandemic through the lens of four tech workers

Jenna Butler, Catherine Yeh

ACM Queue | May 2022, Vol 20(2)

Publication Project

Microsoft New Future of Work Report 2022

Jaime Teevan, Nancy Baym, Jenna Butler, Brent Hecht, Sonia Jaffe, Kate Nowak, Abigail Sellen, Longqi Yang, Marcus Ash, Kagonya Awori, Mia Bruch, Piali Choudhury, Adam Coleman, Scott Counts, Shiraz Cupala, Mary Czerwinski, Ed Doran, Elizabeth Fetterolf, Mar Gonzalez Franco, Kunal Gupta, Aaron L Halfaker, Constance Hadley, Brian Houck, Kori Inkpen, Shamsi Iqbal, Eric Knudsen, Stacey Levine, Siân Lindley, Jennifer Neville, Jacki O'Neill, Rick Pollak, Victor Poznanski, Sean Rintel, Neha Parikh Shah, Siddharth Suri, Adam D. Troy, Mengting Wan

MSR-TR-2022-3 | May 2022

Published by Microsoft

Publication Video Video Video Video Video Video Project Project Project Project

ORES: Lowering Barriers with Participatory Machine Learning in Wikipedia

Aaron L Halfaker, R. Stuart Geiger

Proceedings of the ACM on Human-Computer Interaction | October 2020, Vol 4(CSCW2): pp. 1-37

DOI Publication

Perspectives: Creating Inclusive and Equitable Hybrid Meeting Experiences

John Tang, Kori Inkpen, Sasa Junuzovic, Keri Mallari, Andrew D. Wilson, Sean Rintel, Shiraz Cupala, Tony Carbary, Abigail Sellen, Bill Buxton

2023 Conference on Computer Supported Cooperative Work | October 2023

PDF DOI Project Project Project Project

Hear We Are: Spatial Audio Benefits Perceptions of Turn-Taking and Social Presence in Video Meetings

Kate Nowak, Lev Tankelevitch, John Tang, Sean Rintel

CHIWORK 2023 | June 2023

Honorable Mention

PDF DOI Project Project Project

Spatialized Audio and Hybrid Video Conferencing: Where Should Voices be Positioned for People in the Room and Remote Headset Users?

Jeremy Hyrkas, Andrew D. Wilson, John Tang, Hannes Gamper, Hong Sodoma, Lev Tankelevitch, Kori Inkpen, Shreya Chappidi, Brennan Jones

CHI 2023 | April 2023

PDF DOI Project

Between a rock and a hard place: Negotiating Dependencies and Precarity in the On-Demand Economy

Srihari Hulikal Muralidhar, Claus Bossen, Jacki O'Neill

Journal of Computer-Supported Cooperative Work | July 2022, Vol 31(3): pp. 443-486

PDF DOI Publication

Microsoft New Future of Work Report 2022

Jaime Teevan, Nancy Baym, Jenna Butler, Brent Hecht, Sonia Jaffe, Kate Nowak, Abigail Sellen, Longqi Yang, Marcus Ash, Kagonya Awori, Mia Bruch, Piali Choudhury, Adam Coleman, Scott Counts, Shiraz Cupala, Mary Czerwinski, Ed Doran, Elizabeth Fetterolf, Mar Gonzalez Franco, Kunal Gupta, Aaron L Halfaker, Constance Hadley, Brian Houck, Kori Inkpen, Shamsi Iqbal, Eric Knudsen, Stacey Levine, Siân Lindley, Jennifer Neville, Jacki O'Neill, Rick Pollak, Victor Poznanski, Sean Rintel, Neha Parikh Shah, Siddharth Suri, Adam D. Troy, Mengting Wan

MSR-TR-2022-3 | May 2022

Published by Microsoft

Publication Video Video Video Video Video Video Project Project Project Project

ORES: Lowering Barriers with Participatory Machine Learning in Wikipedia

Aaron L Halfaker, R. Stuart Geiger

Proceedings of the ACM on Human-Computer Interaction | October 2020, Vol 4(CSCW2): pp. 1-37

DOI Publication

Helping Pull Request Reviewer Recommendation Systems to Focus

Nikola Pejic, Zaharije Radivojević, Miloš Cvetanović

IEEE Access | July 2023

Publication

AutoTSG: Learning and Synthesis for Incident Troubleshooting

Manish Shetty, Chetan Bansal, Sai Pramod Upadhyayula, Arjun Radhakrishna, Anurag Gupta

ESEC/FSE 2022 | November 2022

Publication Publication Publication

How to Fight Production Incidents? An Empirical Study on a Large-scale Cloud Service

Supriyo GHOSH, Manish Shetty, Chetan Bansal, Suman Nath

SoCC 2022 | November 2022

Best Paper Award

Publication PDF Project

Characterizing the Usage of CI Tools in ML Projects

Dhia Elhaq Rzig, Foyzul Hassan, Chetan Bansal, Nachiappan Nagappan

ESEM 2022 | September 2022

Publication

Walk a Mile in Their Shoes: The Covid pandemic through the lens of four tech workers

Jenna Butler, Catherine Yeh

ACM Queue | May 2022, Vol 20(2)

Publication Project

Microsoft New Future of Work Report 2022

Jaime Teevan, Nancy Baym, Jenna Butler, Brent Hecht, Sonia Jaffe, Kate Nowak, Abigail Sellen, Longqi Yang, Marcus Ash, Kagonya Awori, Mia Bruch, Piali Choudhury, Adam Coleman, Scott Counts, Shiraz Cupala, Mary Czerwinski, Ed Doran, Elizabeth Fetterolf, Mar Gonzalez Franco, Kunal Gupta, Aaron L Halfaker, Constance Hadley, Brian Houck, Kori Inkpen, Shamsi Iqbal, Eric Knudsen, Stacey Levine, Siân Lindley, Jennifer Neville, Jacki O'Neill, Rick Pollak, Victor Poznanski, Sean Rintel, Neha Parikh Shah, Siddharth Suri, Adam D. Troy, Mengting Wan

MSR-TR-2022-3 | May 2022

Published by Microsoft

Publication Video Video Video Video Video Video Project Project Project Project

DeepAnalyze: Learning to Localize Crashes at Scale

Manish Shetty, Chetan Bansal, Suman Nath, Sean Bowles, Henry Wang, Ozgur Arman, Siamak Ahari

ICSE 2022 | May 2022

Publication Project

Spot Virtual Machine Eviction Prediction in Microsoft Cloud

Fangkai Yang, Bowen Pang, Jue Zhang, Bo Qiao, Lu Wang, Camille Couturier, Chetan Bansal, Soumya Ram, Si Qin, Zhen Ma, Íñigo Goiri, Eli Cortez, Senthil Baladhandayutham, Victor Rühle, Saravan Rajmohan, Qingwei Lin 林庆维, Dongmei Zhang

TheWebConf 2022 | April 2022

Publication

SoftNER: Mining knowledge graphs from Cloud Incidents

Manish Shetty, Chetan Bansal, Sumit Kumar, Nikitha Rao, Nachiappan Nagappan

Empirical Software Engineering | April 2022, Vol 27(4)

Publication

Neural Knowledge Extraction From Cloud Service Incidents

Manish Shetty, Chetan Bansal, Sumit Kumar, Nikitha Rao, Nachiappan Nagappan, Tom Zimmermann

43rd International Conference on Software Engineering (ICSE ’21) – SEIP Track | May 2021

CodeBERT: A Pre-Trained Model for Programming and Natural Languages

Zhangyin Feng, Daya Guo, Duyu Tang, Nan Duan, Xiaocheng Feng, Ming Gong (YIMING), Linjun Shou (寿林钧), Bing Qin, Ting Liu, Daxin Jiang (姜大昕), Ming Zhou

Findings of EMNLP 2020 | September 2020

Publication Github Project

DeCaf: Diagnosing and Triaging Performance Issues in Large-Scale Cloud Services

Chetan Bansal, Sundararajan Renganathan, Ashima Asudani, Olivier Midy, Mathru Janakiraman

ICSE 2020 | May 2020

PDF Project

Rex: Preventing Bugs and Misconfiguration in Large Services using Correlated Change Analysis

Sonu Mehta, Ranjita Bhagwan, Rahul Kumar, B. Ashok, Chetan Bansal, Chandra Maddila, Christian Bird, Sumit Asthana, Aditya Kumar

Networked System Design and Implementation (NSDI) | February 2020

Publication Project

Leveraging Change Intents for Characterizing and Identifying Large-Review-Effort Changes

Song Wang, Chetan Bansal, Nachi Nagappan, Adithya Abraham Philip

PROMISE 2019 | September 2019

Publication Project

Predicting Pull Request Completion Time: A Case Study on Large Scale Cloud Services

Chandra Maddila, Chetan Bansal, Nachi Nagappan

ESEC/FSE 2019 | August 2019

Publication Project

Building sankie: an AI platform for DevOps

Rahul Kumar, Chetan Bansal, Chandra Maddila, Nitin Sharma, Shawn Martelock, Ravi Bhargava

1st International Workshop on Bots in Software Engineering (BotSE ’19) | May 2019

Publication Project

Mesh-Tension Driven Expression-Based Wrinkles for Synthetic Faces

Chirag Raman, Charlie Hewitt, Erroll Wood, Tadas Baltrusaitis

Winter Conference on Applications of Computer Vision | January 2023

Publication

DigiFace-1M: 1 Million Digital Face Images for Face Recognition

Gwangbin Bae, Martin de La Gorce, Tadas Baltrusaitis, Charlie Hewitt, Dong Chen, Julien Valentin, Roberto Cipolla, Jingjing Shen

Winter Conference on Applications of Computer Vision | January 2023

Publication

Procedural Humans for Computer Vision

Charlie Hewitt, Tadas Baltrusaitis, Erroll Wood, Lohit Petikam, Louis Florentin, Hanz Cuevas Velasquez

MSR-TR-2023-3 | January 2023

Published by Microsoft

Publication

3D Face Reconstruction with Dense Landmarks

Erroll Wood, Tadas Baltrusaitis, Charlie Hewitt, Matthew Johnson, Jingjing Shen, Nikola Milosavljevic, Daniel Wilde, Stephan Garbin, Chirag Raman, Jamie Shotton, Toby Sharp, Ivan Stojiljkovic, Tom Cashman, Julien Valentin

2022 European Conference on Computer Vision | October 2022

Publication PDF

Mesh-Tension Driven Expression-Based Wrinkles for Synthetic Faces

Chirag Raman, Charlie Hewitt, Erroll Wood, Tadas Baltrusaitis

Winter Conference on Applications of Computer Vision | January 2023

Publication

DigiFace-1M: 1 Million Digital Face Images for Face Recognition

Gwangbin Bae, Martin de La Gorce, Tadas Baltrusaitis, Charlie Hewitt, Dong Chen, Julien Valentin, Roberto Cipolla, Jingjing Shen

Winter Conference on Applications of Computer Vision | January 2023

Publication

Procedural Humans for Computer Vision

Charlie Hewitt, Tadas Baltrusaitis, Erroll Wood, Lohit Petikam, Louis Florentin, Hanz Cuevas Velasquez

MSR-TR-2023-3 | January 2023

Published by Microsoft

Publication

Topic Segmentation in the Wild: Towards Segmentation of Semi-structured & Unstructured Chats

Reshmi Ghosh, Harjeet Singh Kajal, Sharanya Kamath, Dhuri Shrivastava, Samyadeep Basu, Soundararajan Srinivasan

2022 Neural Information Processing Systems | December 2022

Publication

Bridging the Gap between Language Models and Cross-Lingual Sequence Labeling

Nuo Chen, Linjun Shou (寿林钧), Ming Gong (YIMING), Jian Pei, Daxin Jiang (姜大昕)

NAACL 2022 | April 2022

Publication

A Linguistic Annotation Framework to Study Interactions in Multilingual Healthcare Conversational Forums

Ishani Mondal, Kalika Bali, Mohit Jain, Monojit Choudhury, Ashish Sharma, Evans Gitau, Jacki O'Neill, Kagonya Awori, Sarah Gitau

LAW | EMNLP | December 2021

Publication Publication Project

Learning from Multiple Noisy Augmented Data Sets for Better Cross-Lingual Spoken Language Understanding

Yingmei Guo, Linjun Shou (寿林钧), Jian Pei, Ming Gong (YIMING), Mingxing Xu, Zhiyong Wu, Daxin Jiang (姜大昕)

EMNLP 2021 | October 2021

Publication

WhiteningBERT: An Easy Unsupervised Sentence Embedding Approach

Junjie Huang, Duyu Tang, Wanjun Zhong, Shuai Lu, Linjun Shou (寿林钧), Ming Gong (YIMING), Daxin Jiang (姜大昕), Nan Duan

EMNLP 2021 | October 2021

Publication

Reinforced Iterative Knowledge Distillation for Cross-Lingual Named Entity Recognition

Shining Liang, Ming Gong (YIMING), Jian Pei, Linjun Shou (寿林钧), Wanli Zuo, Xiang-lin Zuo, Daxin Jiang (姜大昕)

2021 Knowledge Discovery and Data Mining | August 2021

Publication

Retrieval Enhanced Model for Commonsense Generation

Han Wang, Yang Liu, Chenguang Zhu, Linjun Shou (寿林钧), Ming Gong (YIMING), Yichong Xu, Michael Zeng

ACL-IJCNLP 2021 | August 2021

Publication

Generating Human Readable Transcript for Automatic Speech Recognition with Pre-trained Language Model

Junwei Liao, Yu Shi, Ming Gong (YIMING), Linjun Shou (寿林钧), Sefik Emre Eskimez, Liyang Lu, Hong Qu, Michael Zeng

ICASSP2021 | June 2021

Publication

CoSQA: 20,000+ Web Queries for Code Search and Question Answering

Junjie Huang, Duyu Tang, Linjun Shou (寿林钧), Ming Gong (YIMING), Ke Xu, Daxin Jiang (姜大昕), Ming Zhou, Nan Duan

ACL-IJCNLP 2021 | May 2021

Publication Github Github Project

Improving Zero-shot Neural Machine Translation on Language-specific Encoders-Decoders

Junwei Liao, Yu Shi, Ming Gong (YIMING), Linjun Shou (寿林钧), Hong Qu, Michael Zeng

arXiv:2102.06578 | February 2021

Publication

Geometry-aware domain adaptation for unsupervised alignment of word embeddings

Pratik Jawanpuria, Mayank Meghwanshi, Bamdev Mishra

ACL 2020 | July 2020

Publication

XGLUE: A New Benchmark Dataset for Cross-lingual Pre-training, Understanding and Generation

Yaobo Liang, Nan Duan, Yeyun Gong, Ning Wu, Fenfei Guo, Weizhen Qi, Ming Gong (YIMING), Linjun Shou (寿林钧), Daxin Jiang (姜大昕), Guihong Cao, Xiaodong Fan, Bruce Zhang, Rahul Agrawal, Edward Cui, Sining Wei, Taroon Bharti, Jiun-Hung Chen, Winnie Wu, Shuguang Liu, Fan Yang, Ming Zhou

EMNLP 2020 | April 2020

Publication PDF Github Github Github Project

Unicoder: A Universal Language Encoder by Pre-training with Multiple Cross-lingual Tasks

Haoyang Huang, Yaobo Liang, Nan Duan, Ming Gong (YIMING), Linjun Shou (寿林钧), Daxin Jiang (姜大昕), Ming Zhou

EMNLP 2019 | September 2019

Publication PDF Project

The Tensor Data Platform: Towards an AI-centric Database System

Apurva Gandhi, Yuki Asada, Victor Fu, Advitya Gemawat, Lihao Zhang, Rathijit Sen, Carlo Curino, Jesús Camacho-Rodríguez, Matteo Interlandi

CIDR | January 2023

Publication

SLATE: A Sequence Labeling Approach for Task Extraction from Free-form Inked Content

Apurva Gandhi, Ryan Serrao, Biyi Fang, Gilbert Antonius, Jenna Hong, My Nguyen, Sheng Yi, Ehi Nosakhare, Irene Shaffer, Soundar Srinivasan, Vivek Gupta

2022 Empirical Methods in Natural Language Processing | December 2022

Publication

ProtoBandit: Efficient Prototype Selection via Multi-Armed Bandits

Arghya Roy Chaudhuri, Pratik Jawanpuria, Bamdev Mishra

ACML 2022 | December 2022

Preprint

AutoTSG: Learning and Synthesis for Incident Troubleshooting

Manish Shetty, Chetan Bansal, Sai Pramod Upadhyayula, Arjun Radhakrishna, Anurag Gupta

ESEC/FSE 2022 | November 2022

Publication Publication Publication

Towards Authorship Obfuscation with Language Models

Computers and Communication Security (CCS) | November 2022

Publication

Share the Tensor Tea: How Databases can Leverage the Machine Learning Ecosystem

Yuki Asada, Victor Fu, Apurva Gandhi, Advitya Gemawat, Lihao Zhang, Dong He, Vivek Gupta, Ehi Nosakhare, Dalitso Banda, Rathijit Sen, Matteo Interlandi

VLDB | September 2022, Vol 15(12): pp. 3598-3601

Best demo award

Publication

Transformers are Meta-Reinforcement Learners

Luckeciano Carvalho Melo

ICML 2022 | July 2022

Publication

Unsupervised Context Aware Sentence Representation Pretraining for Multi-lingual Dense Retrieval

Ning Wu, Yaobo Liang, Houxing Ren, Linjun Shou (寿林钧), Nan Duan, Ming Gong (YIMING), Daxin Jiang (姜大昕)

IJCAI 2022 | July 2022

Publication

Microsoft New Future of Work Report 2022

Jaime Teevan, Nancy Baym, Jenna Butler, Brent Hecht, Sonia Jaffe, Kate Nowak, Abigail Sellen, Longqi Yang, Marcus Ash, Kagonya Awori, Mia Bruch, Piali Choudhury, Adam Coleman, Scott Counts, Shiraz Cupala, Mary Czerwinski, Ed Doran, Elizabeth Fetterolf, Mar Gonzalez Franco, Kunal Gupta, Aaron L Halfaker, Constance Hadley, Brian Houck, Kori Inkpen, Shamsi Iqbal, Eric Knudsen, Stacey Levine, Siân Lindley, Jennifer Neville, Jacki O'Neill, Rick Pollak, Victor Poznanski, Sean Rintel, Neha Parikh Shah, Siddharth Suri, Adam D. Troy, Mengting Wan

MSR-TR-2022-3 | May 2022

Published by Microsoft

Publication Video Video Video Video Video Video Project Project Project Project

DeepAnalyze: Learning to Localize Crashes at Scale

Manish Shetty, Chetan Bansal, Suman Nath, Sean Bowles, Henry Wang, Ozgur Arman, Siamak Ahari

ICSE 2022 | May 2022

Publication Project

Bridging the Gap between Language Models and Cross-Lingual Sequence Labeling

Nuo Chen, Linjun Shou (寿林钧), Ming Gong (YIMING), Jian Pei, Daxin Jiang (姜大昕)

NAACL 2022 | April 2022

Publication

Spot Virtual Machine Eviction Prediction in Microsoft Cloud

Fangkai Yang, Bowen Pang, Jue Zhang, Bo Qiao, Lu Wang, Camille Couturier, Chetan Bansal, Soumya Ram, Si Qin, Zhen Ma, Íñigo Goiri, Eli Cortez, Senthil Baladhandayutham, Victor Rühle, Saravan Rajmohan, Qingwei Lin 林庆维, Dongmei Zhang

TheWebConf 2022 | April 2022

Publication

SoftNER: Mining knowledge graphs from Cloud Incidents

Manish Shetty, Chetan Bansal, Sumit Kumar, Nikitha Rao, Nachiappan Nagappan

Empirical Software Engineering | April 2022, Vol 27(4)

Publication

From Good to Best: Two-Stage Training for Cross-lingual Machine Reading Comprehension

Nuo Chen, Linjun Shou (寿林钧), Ming Gong (YIMING), Jian Pei, Daxin Jiang (姜大昕)

AAAI 2022 | December 2021

Publication

Reinforced Iterative Knowledge Distillation for Cross-Lingual Named Entity Recognition

Shining Liang, Ming Gong (YIMING), Jian Pei, Linjun Shou (寿林钧), Wanli Zuo, Xiang-lin Zuo, Daxin Jiang (姜大昕)

2021 Knowledge Discovery and Data Mining | August 2021

Publication

Generating Human Readable Transcript for Automatic Speech Recognition with Pre-trained Language Model

Junwei Liao, Yu Shi, Ming Gong (YIMING), Linjun Shou (寿林钧), Sefik Emre Eskimez, Liyang Lu, Hong Qu, Michael Zeng

ICASSP2021 | June 2021

Publication

CoSQA: 20,000+ Web Queries for Code Search and Question Answering

Junjie Huang, Duyu Tang, Linjun Shou (寿林钧), Ming Gong (YIMING), Ke Xu, Daxin Jiang (姜大昕), Ming Zhou, Nan Duan

ACL-IJCNLP 2021 | May 2021

Publication Github Github Project

Neural Knowledge Extraction From Cloud Service Incidents

Manish Shetty, Chetan Bansal, Sumit Kumar, Nikitha Rao, Nachiappan Nagappan, Tom Zimmermann

43rd International Conference on Software Engineering (ICSE ’21) – SEIP Track | May 2021

Improving Zero-shot Neural Machine Translation on Language-specific Encoders-Decoders

Junwei Liao, Yu Shi, Ming Gong (YIMING), Linjun Shou (寿林钧), Hong Qu, Michael Zeng

arXiv:2102.06578 | February 2021

Publication

A Simple Approach to Learning Unsupervised Multilingual Embeddings

Pratik Jawanpuria, Mayank Meghwanshi, Bamdev Mishra

2020 Empirical Methods in Natural Language Processing | November 2020

DOI Publication Preprint Publication Publication Publication Publication

ORES: Lowering Barriers with Participatory Machine Learning in Wikipedia

Aaron L Halfaker, R. Stuart Geiger

Proceedings of the ACM on Human-Computer Interaction | October 2020, Vol 4(CSCW2): pp. 1-37

DOI Publication

Cross-lingual Machine Reading Comprehension with Language Branch Knowledge Distillation

Junhao Liu, Linjun Shou (寿林钧), Jian Pei, Ming Gong (YIMING), Min Yang, Daxin Jiang (姜大昕)

COLING 2020 | October 2020

Publication

Geometry-aware domain adaptation for unsupervised alignment of word embeddings

Pratik Jawanpuria, Mayank Meghwanshi, Bamdev Mishra

ACL 2020 | July 2020

Publication

Mining Implicit Relevance Feedback from User Behavior for Web Question Answering

Linjun Shou (寿林钧), Shining Bo, Feixiang Cheng, Ming Gong (YIMING), Jian Pei, Daxin Jiang (姜大昕)

KDD 2020 | June 2020

Publication Project

Enhancing Answer Boundary Detection for Multilingual Machine Reading Comprehension

Fei Yuan, Linjun Shou (寿林钧), Xuanyu Bai, Ming Gong (YIMING), Yaobo Liang, Nan Duan, Yan Fu, Daxin Jiang (姜大昕)

ACL 2020 | April 2020

Publication Publication Project

XGLUE: A New Benchmark Dataset for Cross-lingual Pre-training, Understanding and Generation

Yaobo Liang, Nan Duan, Yeyun Gong, Ning Wu, Fenfei Guo, Weizhen Qi, Ming Gong (YIMING), Linjun Shou (寿林钧), Daxin Jiang (姜大昕), Guihong Cao, Xiaodong Fan, Bruce Zhang, Rahul Agrawal, Edward Cui, Sining Wei, Taroon Bharti, Jiun-Hung Chen, Winnie Wu, Shuguang Liu, Fan Yang, Ming Zhou

EMNLP 2020 | April 2020

Publication PDF Github Github Github Project

NeuronBlocks: Building Your NLP DNN Models Like Playing Lego

Ming Gong (YIMING), Linjun Shou (寿林钧), Wutao Lin, Zhijie Sang, Quanjia Yan, Ze Yang, Feixiang Cheng, Daxin Jiang (姜大昕)

EMNLP 2019 | November 2019

Publication Publication Project Project

Unicoder: A Universal Language Encoder by Pre-training with Multiple Cross-lingual Tasks

Haoyang Huang, Yaobo Liang, Nan Duan, Ming Gong (YIMING), Linjun Shou (寿林钧), Daxin Jiang (姜大昕), Ming Zhou

EMNLP 2019 | September 2019

Publication PDF Project

Predicting Pull Request Completion Time: A Case Study on Large Scale Cloud Services

Chandra Maddila, Chetan Bansal, Nachi Nagappan

ESEC/FSE 2019 | August 2019

Publication Project

Learning Multilingual Word Embeddings in Latent Metric Space: A Geometric Approach

Pratik Jawanpuria, Arjun Balgovind, Anoop Kunchukuttan, Bamdev Mishra

Transactions of the Association for Computational Linguistics | April 2019, Vol 7: pp. 107-120

DOI Publication Publication

Model Compression with Two-stage Multi-teacher Knowledge Distillation for Web Question Answering System

Ze Yang, Linjun Shou (寿林钧), Ming Gong (YIMING), Wutao Lin, Daxin Jiang (姜大昕)

WSDM 2020 | February 2019

Publication Publication Project

SLATE: A Sequence Labeling Approach for Task Extraction from Free-form Inked Content

Apurva Gandhi, Ryan Serrao, Biyi Fang, Gilbert Antonius, Jenna Hong, My Nguyen, Sheng Yi, Ehi Nosakhare, Irene Shaffer, Soundar Srinivasan, Vivek Gupta

2022 Empirical Methods in Natural Language Processing | December 2022

Publication

Unsupervised Context Aware Sentence Representation Pretraining for Multi-lingual Dense Retrieval

Ning Wu, Yaobo Liang, Houxing Ren, Linjun Shou (寿林钧), Nan Duan, Ming Gong (YIMING), Daxin Jiang (姜大昕)

IJCAI 2022 | July 2022

Publication

Keynote: Searching for a New and Better Future of Work

Jaime Teevan

2022 International ACM SIGIR Conference on Research and Development in Information Retrieval | July 2022

Publication

Microsoft New Future of Work Report 2022

Jaime Teevan, Nancy Baym, Jenna Butler, Brent Hecht, Sonia Jaffe, Kate Nowak, Abigail Sellen, Longqi Yang, Marcus Ash, Kagonya Awori, Mia Bruch, Piali Choudhury, Adam Coleman, Scott Counts, Shiraz Cupala, Mary Czerwinski, Ed Doran, Elizabeth Fetterolf, Mar Gonzalez Franco, Kunal Gupta, Aaron L Halfaker, Constance Hadley, Brian Houck, Kori Inkpen, Shamsi Iqbal, Eric Knudsen, Stacey Levine, Siân Lindley, Jennifer Neville, Jacki O'Neill, Rick Pollak, Victor Poznanski, Sean Rintel, Neha Parikh Shah, Siddharth Suri, Adam D. Troy, Mengting Wan

MSR-TR-2022-3 | May 2022

Published by Microsoft

Publication Video Video Video Video Video Video Project Project Project Project

The Tensor Data Platform: Towards an AI-centric Database System

Apurva Gandhi, Yuki Asada, Victor Fu, Advitya Gemawat, Lihao Zhang, Rathijit Sen, Carlo Curino, Jesús Camacho-Rodríguez, Matteo Interlandi

CIDR | January 2023

Publication

Share the Tensor Tea: How Databases can Leverage the Machine Learning Ecosystem

Yuki Asada, Victor Fu, Apurva Gandhi, Advitya Gemawat, Lihao Zhang, Dong He, Vivek Gupta, Ehi Nosakhare, Dalitso Banda, Rathijit Sen, Matteo Interlandi

VLDB | September 2022, Vol 15(12): pp. 3598-3601

Best demo award

Publication

Microsoft New Future of Work Report 2022

Jaime Teevan, Nancy Baym, Jenna Butler, Brent Hecht, Sonia Jaffe, Kate Nowak, Abigail Sellen, Longqi Yang, Marcus Ash, Kagonya Awori, Mia Bruch, Piali Choudhury, Adam Coleman, Scott Counts, Shiraz Cupala, Mary Czerwinski, Ed Doran, Elizabeth Fetterolf, Mar Gonzalez Franco, Kunal Gupta, Aaron L Halfaker, Constance Hadley, Brian Houck, Kori Inkpen, Shamsi Iqbal, Eric Knudsen, Stacey Levine, Siân Lindley, Jennifer Neville, Jacki O'Neill, Rick Pollak, Victor Poznanski, Sean Rintel, Neha Parikh Shah, Siddharth Suri, Adam D. Troy, Mengting Wan

MSR-TR-2022-3 | May 2022

Published by Microsoft

Publication Video Video Video Video Video Video Project Project Project Project

Spot Virtual Machine Eviction Prediction in Microsoft Cloud

Fangkai Yang, Bowen Pang, Jue Zhang, Bo Qiao, Lu Wang, Camille Couturier, Chetan Bansal, Soumya Ram, Si Qin, Zhen Ma, Íñigo Goiri, Eli Cortez, Senthil Baladhandayutham, Victor Rühle, Saravan Rajmohan, Qingwei Lin 林庆维, Dongmei Zhang

TheWebConf 2022 | April 2022

Publication

Towards Authorship Obfuscation with Language Models

Computers and Communication Security (CCS) | November 2022

Publication

Microsoft New Future of Work Report 2022

Jaime Teevan, Nancy Baym, Jenna Butler, Brent Hecht, Sonia Jaffe, Kate Nowak, Abigail Sellen, Longqi Yang, Marcus Ash, Kagonya Awori, Mia Bruch, Piali Choudhury, Adam Coleman, Scott Counts, Shiraz Cupala, Mary Czerwinski, Ed Doran, Elizabeth Fetterolf, Mar Gonzalez Franco, Kunal Gupta, Aaron L Halfaker, Constance Hadley, Brian Houck, Kori Inkpen, Shamsi Iqbal, Eric Knudsen, Stacey Levine, Siân Lindley, Jennifer Neville, Jacki O'Neill, Rick Pollak, Victor Poznanski, Sean Rintel, Neha Parikh Shah, Siddharth Suri, Adam D. Troy, Mengting Wan

MSR-TR-2022-3 | May 2022

Published by Microsoft

Publication Video Video Video Video Video Video Project Project Project Project

AutoTSG: Learning and Synthesis for Incident Troubleshooting

Manish Shetty, Chetan Bansal, Sai Pramod Upadhyayula, Arjun Radhakrishna, Anurag Gupta

ESEC/FSE 2022 | November 2022

Publication Publication Publication

How to Fight Production Incidents? An Empirical Study on a Large-scale Cloud Service

Supriyo GHOSH, Manish Shetty, Chetan Bansal, Suman Nath

SoCC 2022 | November 2022

Best Paper Award

Publication PDF Project

Microsoft New Future of Work Report 2022

Jaime Teevan, Nancy Baym, Jenna Butler, Brent Hecht, Sonia Jaffe, Kate Nowak, Abigail Sellen, Longqi Yang, Marcus Ash, Kagonya Awori, Mia Bruch, Piali Choudhury, Adam Coleman, Scott Counts, Shiraz Cupala, Mary Czerwinski, Ed Doran, Elizabeth Fetterolf, Mar Gonzalez Franco, Kunal Gupta, Aaron L Halfaker, Constance Hadley, Brian Houck, Kori Inkpen, Shamsi Iqbal, Eric Knudsen, Stacey Levine, Siân Lindley, Jennifer Neville, Jacki O'Neill, Rick Pollak, Victor Poznanski, Sean Rintel, Neha Parikh Shah, Siddharth Suri, Adam D. Troy, Mengting Wan

MSR-TR-2022-3 | May 2022

Published by Microsoft

Publication Video Video Video Video Video Video Project Project Project Project

DeepAnalyze: Learning to Localize Crashes at Scale

Manish Shetty, Chetan Bansal, Suman Nath, Sean Bowles, Henry Wang, Ozgur Arman, Siamak Ahari

ICSE 2022 | May 2022

Publication Project

Spot Virtual Machine Eviction Prediction in Microsoft Cloud

Fangkai Yang, Bowen Pang, Jue Zhang, Bo Qiao, Lu Wang, Camille Couturier, Chetan Bansal, Soumya Ram, Si Qin, Zhen Ma, Íñigo Goiri, Eli Cortez, Senthil Baladhandayutham, Victor Rühle, Saravan Rajmohan, Qingwei Lin 林庆维, Dongmei Zhang

TheWebConf 2022 | April 2022

Publication

DeCaf: Diagnosing and Triaging Performance Issues in Large-Scale Cloud Services

Chetan Bansal, Sundararajan Renganathan, Ashima Asudani, Olivier Midy, Mathru Janakiraman

ICSE 2020 | May 2020

PDF Project

Rex: Preventing Bugs and Misconfiguration in Large Services using Correlated Change Analysis

Sonu Mehta, Ranjita Bhagwan, Rahul Kumar, B. Ashok, Chetan Bansal, Chandra Maddila, Christian Bird, Sumit Asthana, Aditya Kumar

Networked System Design and Implementation (NSDI) | February 2020

Publication Project

Building sankie: an AI platform for DevOps

Rahul Kumar, Chetan Bansal, Chandra Maddila, Nitin Sharma, Shawn Martelock, Ravi Bhargava

1st International Workshop on Bots in Software Engineering (BotSE ’19) | May 2019

Publication Project

“It’s only when somebody says a tool worked for them that I believe it will work for me”: Socio-tecture as a lens for digital transformation

Kagonya Awori, Melisa Achoko Allela, Stephanie Nyairo, Samuel Chege Maina, Jacki O'Neill

2022 Conference on Computer Supported Cooperative Work | November 2022

Publication Project Project

Between a rock and a hard place: Negotiating Dependencies and Precarity in the On-Demand Economy

Srihari Hulikal Muralidhar, Claus Bossen, Jacki O'Neill

Journal of Computer-Supported Cooperative Work | July 2022, Vol 31(3): pp. 443-486

PDF DOI Publication

Microsoft New Future of Work Report 2022

Jaime Teevan, Nancy Baym, Jenna Butler, Brent Hecht, Sonia Jaffe, Kate Nowak, Abigail Sellen, Longqi Yang, Marcus Ash, Kagonya Awori, Mia Bruch, Piali Choudhury, Adam Coleman, Scott Counts, Shiraz Cupala, Mary Czerwinski, Ed Doran, Elizabeth Fetterolf, Mar Gonzalez Franco, Kunal Gupta, Aaron L Halfaker, Constance Hadley, Brian Houck, Kori Inkpen, Shamsi Iqbal, Eric Knudsen, Stacey Levine, Siân Lindley, Jennifer Neville, Jacki O'Neill, Rick Pollak, Victor Poznanski, Sean Rintel, Neha Parikh Shah, Siddharth Suri, Adam D. Troy, Mengting Wan

MSR-TR-2022-3 | May 2022

Published by Microsoft

Publication Video Video Video Video Video Video Project Project Project Project

Spot Virtual Machine Eviction Prediction in Microsoft Cloud

Fangkai Yang, Bowen Pang, Jue Zhang, Bo Qiao, Lu Wang, Camille Couturier, Chetan Bansal, Soumya Ram, Si Qin, Zhen Ma, Íñigo Goiri, Eli Cortez, Senthil Baladhandayutham, Victor Rühle, Saravan Rajmohan, Qingwei Lin 林庆维, Dongmei Zhang

TheWebConf 2022 | April 2022

Publication

Mining Implicit Relevance Feedback from User Behavior for Web Question Answering

Linjun Shou (寿林钧), Shining Bo, Feixiang Cheng, Ming Gong (YIMING), Jian Pei, Daxin Jiang (姜大昕)

KDD 2020 | June 2020

Publication Project

Enhancing Answer Boundary Detection for Multilingual Machine Reading Comprehension

Fei Yuan, Linjun Shou (寿林钧), Xuanyu Bai, Ming Gong (YIMING), Yaobo Liang, Nan Duan, Yan Fu, Daxin Jiang (姜大昕)

ACL 2020 | April 2020

Publication Publication Project

NeuronBlocks: Building Your NLP DNN Models Like Playing Lego

Ming Gong (YIMING), Linjun Shou (寿林钧), Wutao Lin, Zhijie Sang, Quanjia Yan, Ze Yang, Feixiang Cheng, Daxin Jiang (姜大昕)

EMNLP 2019 | November 2019

Publication Publication Project Project

Model Compression with Two-stage Multi-teacher Knowledge Distillation for Web Question Answering System

Ze Yang, Linjun Shou (寿林钧), Ming Gong (YIMING), Wutao Lin, Daxin Jiang (姜大昕)

WSDM 2020 | February 2019

Publication Publication Project

Microsoft New Future of Work Report 2022

Jaime Teevan, Nancy Baym, Jenna Butler, Brent Hecht, Sonia Jaffe, Kate Nowak, Abigail Sellen, Longqi Yang, Marcus Ash, Kagonya Awori, Mia Bruch, Piali Choudhury, Adam Coleman, Scott Counts, Shiraz Cupala, Mary Czerwinski, Ed Doran, Elizabeth Fetterolf, Mar Gonzalez Franco, Kunal Gupta, Aaron L Halfaker, Constance Hadley, Brian Houck, Kori Inkpen, Shamsi Iqbal, Eric Knudsen, Stacey Levine, Siân Lindley, Jennifer Neville, Jacki O'Neill, Rick Pollak, Victor Poznanski, Sean Rintel, Neha Parikh Shah, Siddharth Suri, Adam D. Troy, Mengting Wan

MSR-TR-2022-3 | May 2022

Published by Microsoft

Publication Video Video Video Video Video Video Project Project Project Project

Microsoft New Future of Work Report 2022

Jaime Teevan, Nancy Baym, Jenna Butler, Brent Hecht, Sonia Jaffe, Kate Nowak, Abigail Sellen, Longqi Yang, Marcus Ash, Kagonya Awori, Mia Bruch, Piali Choudhury, Adam Coleman, Scott Counts, Shiraz Cupala, Mary Czerwinski, Ed Doran, Elizabeth Fetterolf, Mar Gonzalez Franco, Kunal Gupta, Aaron L Halfaker, Constance Hadley, Brian Houck, Kori Inkpen, Shamsi Iqbal, Eric Knudsen, Stacey Levine, Siân Lindley, Jennifer Neville, Jacki O'Neill, Rick Pollak, Victor Poznanski, Sean Rintel, Neha Parikh Shah, Siddharth Suri, Adam D. Troy, Mengting Wan

MSR-TR-2022-3 | May 2022

Published by Microsoft

Publication Video Video Video Video Video Video Project Project Project Project

Generating Human Readable Transcript for Automatic Speech Recognition with Pre-trained Language Model

Junwei Liao, Yu Shi, Ming Gong (YIMING), Linjun Shou (寿林钧), Sefik Emre Eskimez, Liyang Lu, Hong Qu, Michael Zeng

ICASSP2021 | June 2021

Publication

Perspectives: Creating Inclusive and Equitable Hybrid Meeting Experiences

John Tang, Kori Inkpen, Sasa Junuzovic, Keri Mallari, Andrew D. Wilson, Sean Rintel, Shiraz Cupala, Tony Carbary, Abigail Sellen, Bill Buxton

2023 Conference on Computer Supported Cooperative Work | October 2023

PDF DOI Project Project Project Project

Hear We Are: Spatial Audio Benefits Perceptions of Turn-Taking and Social Presence in Video Meetings

Kate Nowak, Lev Tankelevitch, John Tang, Sean Rintel

CHIWORK 2023 | June 2023

Honorable Mention

PDF DOI Project Project Project

Spatialized Audio and Hybrid Video Conferencing: Where Should Voices be Positioned for People in the Room and Remote Headset Users?

Jeremy Hyrkas, Andrew D. Wilson, John Tang, Hannes Gamper, Hong Sodoma, Lev Tankelevitch, Kori Inkpen, Shreya Chappidi, Brennan Jones

CHI 2023 | April 2023

PDF DOI Project

Mesh-Tension Driven Expression-Based Wrinkles for Synthetic Faces

Chirag Raman, Charlie Hewitt, Erroll Wood, Tadas Baltrusaitis

Winter Conference on Applications of Computer Vision | January 2023

Publication

DigiFace-1M: 1 Million Digital Face Images for Face Recognition

Gwangbin Bae, Martin de La Gorce, Tadas Baltrusaitis, Charlie Hewitt, Dong Chen, Julien Valentin, Roberto Cipolla, Jingjing Shen

Winter Conference on Applications of Computer Vision | January 2023

Publication

The Tensor Data Platform: Towards an AI-centric Database System

Apurva Gandhi, Yuki Asada, Victor Fu, Advitya Gemawat, Lihao Zhang, Rathijit Sen, Carlo Curino, Jesús Camacho-Rodríguez, Matteo Interlandi

CIDR | January 2023

Publication

Topic Segmentation in the Wild: Towards Segmentation of Semi-structured & Unstructured Chats

Reshmi Ghosh, Harjeet Singh Kajal, Sharanya Kamath, Dhuri Shrivastava, Samyadeep Basu, Soundararajan Srinivasan

2022 Neural Information Processing Systems | December 2022

Publication

SLATE: A Sequence Labeling Approach for Task Extraction from Free-form Inked Content

Apurva Gandhi, Ryan Serrao, Biyi Fang, Gilbert Antonius, Jenna Hong, My Nguyen, Sheng Yi, Ehi Nosakhare, Irene Shaffer, Soundar Srinivasan, Vivek Gupta

2022 Empirical Methods in Natural Language Processing | December 2022

Publication

ProtoBandit: Efficient Prototype Selection via Multi-Armed Bandits

Arghya Roy Chaudhuri, Pratik Jawanpuria, Bamdev Mishra

ACML 2022 | December 2022

Preprint

AutoTSG: Learning and Synthesis for Incident Troubleshooting

Manish Shetty, Chetan Bansal, Sai Pramod Upadhyayula, Arjun Radhakrishna, Anurag Gupta

ESEC/FSE 2022 | November 2022

Publication Publication Publication

Towards Authorship Obfuscation with Language Models

Computers and Communication Security (CCS) | November 2022

Publication

How to Fight Production Incidents? An Empirical Study on a Large-scale Cloud Service

Supriyo GHOSH, Manish Shetty, Chetan Bansal, Suman Nath

SoCC 2022 | November 2022

Best Paper Award

Publication PDF Project

“It’s only when somebody says a tool worked for them that I believe it will work for me”: Socio-tecture as a lens for digital transformation

Kagonya Awori, Melisa Achoko Allela, Stephanie Nyairo, Samuel Chege Maina, Jacki O'Neill

2022 Conference on Computer Supported Cooperative Work | November 2022

Publication Project Project

3D Face Reconstruction with Dense Landmarks

Erroll Wood, Tadas Baltrusaitis, Charlie Hewitt, Matthew Johnson, Jingjing Shen, Nikola Milosavljevic, Daniel Wilde, Stephan Garbin, Chirag Raman, Jamie Shotton, Toby Sharp, Ivan Stojiljkovic, Tom Cashman, Julien Valentin

2022 European Conference on Computer Vision | October 2022

Publication PDF

Characterizing the Usage of CI Tools in ML Projects

Dhia Elhaq Rzig, Foyzul Hassan, Chetan Bansal, Nachiappan Nagappan

ESEM 2022 | September 2022

Publication

Participatory Design: An East African Take

Kagonya Awori, Fiona Catherine Ssozi, Rehema Baguma

Participatory Design Conference | August 2022

DOI

Transformers are Meta-Reinforcement Learners

Luckeciano Carvalho Melo

ICML 2022 | July 2022

Publication

Unsupervised Context Aware Sentence Representation Pretraining for Multi-lingual Dense Retrieval

Ning Wu, Yaobo Liang, Houxing Ren, Linjun Shou (寿林钧), Nan Duan, Ming Gong (YIMING), Daxin Jiang (姜大昕)

IJCAI 2022 | July 2022

Publication

Keynote: Searching for a New and Better Future of Work

Jaime Teevan

2022 International ACM SIGIR Conference on Research and Development in Information Retrieval | July 2022

Publication

DeepAnalyze: Learning to Localize Crashes at Scale

Manish Shetty, Chetan Bansal, Suman Nath, Sean Bowles, Henry Wang, Ozgur Arman, Siamak Ahari

ICSE 2022 | May 2022

Publication Project

Bridging the Gap between Language Models and Cross-Lingual Sequence Labeling

Nuo Chen, Linjun Shou (寿林钧), Ming Gong (YIMING), Jian Pei, Daxin Jiang (姜大昕)

NAACL 2022 | April 2022

Publication

Spot Virtual Machine Eviction Prediction in Microsoft Cloud

Fangkai Yang, Bowen Pang, Jue Zhang, Bo Qiao, Lu Wang, Camille Couturier, Chetan Bansal, Soumya Ram, Si Qin, Zhen Ma, Íñigo Goiri, Eli Cortez, Senthil Baladhandayutham, Victor Rühle, Saravan Rajmohan, Qingwei Lin 林庆维, Dongmei Zhang

TheWebConf 2022 | April 2022

Publication

From Good to Best: Two-Stage Training for Cross-lingual Machine Reading Comprehension

Nuo Chen, Linjun Shou (寿林钧), Ming Gong (YIMING), Jian Pei, Daxin Jiang (姜大昕)

AAAI 2022 | December 2021

Publication

A Linguistic Annotation Framework to Study Interactions in Multilingual Healthcare Conversational Forums

Ishani Mondal, Kalika Bali, Mohit Jain, Monojit Choudhury, Ashish Sharma, Evans Gitau, Jacki O'Neill, Kagonya Awori, Sarah Gitau

LAW | EMNLP | December 2021

Publication Publication Project

Learning from Multiple Noisy Augmented Data Sets for Better Cross-Lingual Spoken Language Understanding

Yingmei Guo, Linjun Shou (寿林钧), Jian Pei, Ming Gong (YIMING), Mingxing Xu, Zhiyong Wu, Daxin Jiang (姜大昕)

EMNLP 2021 | October 2021

Publication

WhiteningBERT: An Easy Unsupervised Sentence Embedding Approach

Junjie Huang, Duyu Tang, Wanjun Zhong, Shuai Lu, Linjun Shou (寿林钧), Ming Gong (YIMING), Daxin Jiang (姜大昕), Nan Duan

EMNLP 2021 | October 2021

Publication

Reinforced Iterative Knowledge Distillation for Cross-Lingual Named Entity Recognition

Shining Liang, Ming Gong (YIMING), Jian Pei, Linjun Shou (寿林钧), Wanli Zuo, Xiang-lin Zuo, Daxin Jiang (姜大昕)

2021 Knowledge Discovery and Data Mining | August 2021

Publication

Retrieval Enhanced Model for Commonsense Generation

Han Wang, Yang Liu, Chenguang Zhu, Linjun Shou (寿林钧), Ming Gong (YIMING), Yichong Xu, Michael Zeng

ACL-IJCNLP 2021 | August 2021

Publication

Generating Human Readable Transcript for Automatic Speech Recognition with Pre-trained Language Model

Junwei Liao, Yu Shi, Ming Gong (YIMING), Linjun Shou (寿林钧), Sefik Emre Eskimez, Liyang Lu, Hong Qu, Michael Zeng

ICASSP2021 | June 2021

Publication

CoSQA: 20,000+ Web Queries for Code Search and Question Answering

Junjie Huang, Duyu Tang, Linjun Shou (寿林钧), Ming Gong (YIMING), Ke Xu, Daxin Jiang (姜大昕), Ming Zhou, Nan Duan

ACL-IJCNLP 2021 | May 2021

Publication Github Github Project

Neural Knowledge Extraction From Cloud Service Incidents

Manish Shetty, Chetan Bansal, Sumit Kumar, Nikitha Rao, Nachiappan Nagappan, Tom Zimmermann

43rd International Conference on Software Engineering (ICSE ’21) – SEIP Track | May 2021

Improving Zero-shot Neural Machine Translation on Language-specific Encoders-Decoders

Junwei Liao, Yu Shi, Ming Gong (YIMING), Linjun Shou (寿林钧), Hong Qu, Michael Zeng

arXiv:2102.06578 | February 2021

Publication

A Simple Approach to Learning Unsupervised Multilingual Embeddings

Pratik Jawanpuria, Mayank Meghwanshi, Bamdev Mishra

2020 Empirical Methods in Natural Language Processing | November 2020

DOI Publication Preprint Publication Publication Publication Publication

Cross-lingual Machine Reading Comprehension with Language Branch Knowledge Distillation

Junhao Liu, Linjun Shou (寿林钧), Jian Pei, Ming Gong (YIMING), Min Yang, Daxin Jiang (姜大昕)

COLING 2020 | October 2020

Publication

CodeBERT: A Pre-Trained Model for Programming and Natural Languages

Zhangyin Feng, Daya Guo, Duyu Tang, Nan Duan, Xiaocheng Feng, Ming Gong (YIMING), Linjun Shou (寿林钧), Bing Qin, Ting Liu, Daxin Jiang (姜大昕), Ming Zhou

Findings of EMNLP 2020 | September 2020

Publication Github Project

Geometry-aware domain adaptation for unsupervised alignment of word embeddings

Pratik Jawanpuria, Mayank Meghwanshi, Bamdev Mishra

ACL 2020 | July 2020

Publication

Mining Implicit Relevance Feedback from User Behavior for Web Question Answering

Linjun Shou (寿林钧), Shining Bo, Feixiang Cheng, Ming Gong (YIMING), Jian Pei, Daxin Jiang (姜大昕)

KDD 2020 | June 2020

Publication Project

DeCaf: Diagnosing and Triaging Performance Issues in Large-Scale Cloud Services

Chetan Bansal, Sundararajan Renganathan, Ashima Asudani, Olivier Midy, Mathru Janakiraman

ICSE 2020 | May 2020

PDF Project

Enhancing Answer Boundary Detection for Multilingual Machine Reading Comprehension

Fei Yuan, Linjun Shou (寿林钧), Xuanyu Bai, Ming Gong (YIMING), Yaobo Liang, Nan Duan, Yan Fu, Daxin Jiang (姜大昕)

ACL 2020 | April 2020

Publication Publication Project

XGLUE: A New Benchmark Dataset for Cross-lingual Pre-training, Understanding and Generation

Yaobo Liang, Nan Duan, Yeyun Gong, Ning Wu, Fenfei Guo, Weizhen Qi, Ming Gong (YIMING), Linjun Shou (寿林钧), Daxin Jiang (姜大昕), Guihong Cao, Xiaodong Fan, Bruce Zhang, Rahul Agrawal, Edward Cui, Sining Wei, Taroon Bharti, Jiun-Hung Chen, Winnie Wu, Shuguang Liu, Fan Yang, Ming Zhou

EMNLP 2020 | April 2020

Publication PDF Github Github Github Project

Rex: Preventing Bugs and Misconfiguration in Large Services using Correlated Change Analysis

Sonu Mehta, Ranjita Bhagwan, Rahul Kumar, B. Ashok, Chetan Bansal, Chandra Maddila, Christian Bird, Sumit Asthana, Aditya Kumar

Networked System Design and Implementation (NSDI) | February 2020

Publication Project

NeuronBlocks: Building Your NLP DNN Models Like Playing Lego

Ming Gong (YIMING), Linjun Shou (寿林钧), Wutao Lin, Zhijie Sang, Quanjia Yan, Ze Yang, Feixiang Cheng, Daxin Jiang (姜大昕)

EMNLP 2019 | November 2019

Publication Publication Project Project

Leveraging Change Intents for Characterizing and Identifying Large-Review-Effort Changes

Song Wang, Chetan Bansal, Nachi Nagappan, Adithya Abraham Philip

PROMISE 2019 | September 2019

Publication Project

Unicoder: A Universal Language Encoder by Pre-training with Multiple Cross-lingual Tasks

Haoyang Huang, Yaobo Liang, Nan Duan, Ming Gong (YIMING), Linjun Shou (寿林钧), Daxin Jiang (姜大昕), Ming Zhou

EMNLP 2019 | September 2019

Publication PDF Project

Predicting Pull Request Completion Time: A Case Study on Large Scale Cloud Services

Chandra Maddila, Chetan Bansal, Nachi Nagappan

ESEC/FSE 2019 | August 2019

Publication Project

Building sankie: an AI platform for DevOps

Rahul Kumar, Chetan Bansal, Chandra Maddila, Nitin Sharma, Shawn Martelock, Ravi Bhargava

1st International Workshop on Bots in Software Engineering (BotSE ’19) | May 2019

Publication Project

Model Compression with Two-stage Multi-teacher Knowledge Distillation for Web Question Answering System

Ze Yang, Linjun Shou (寿林钧), Ming Gong (YIMING), Wutao Lin, Daxin Jiang (姜大昕)

WSDM 2020 | February 2019

Publication Publication Project

Helping Pull Request Reviewer Recommendation Systems to Focus

Nikola Pejic, Zaharije Radivojević, Miloš Cvetanović

IEEE Access | July 2023

Publication

Share the Tensor Tea: How Databases can Leverage the Machine Learning Ecosystem

Yuki Asada, Victor Fu, Apurva Gandhi, Advitya Gemawat, Lihao Zhang, Dong He, Vivek Gupta, Ehi Nosakhare, Dalitso Banda, Rathijit Sen, Matteo Interlandi

VLDB | September 2022, Vol 15(12): pp. 3598-3601

Best demo award

Publication

Between a rock and a hard place: Negotiating Dependencies and Precarity in the On-Demand Economy

Srihari Hulikal Muralidhar, Claus Bossen, Jacki O'Neill

Journal of Computer-Supported Cooperative Work | July 2022, Vol 31(3): pp. 443-486

PDF DOI Publication

Walk a Mile in Their Shoes: The Covid pandemic through the lens of four tech workers

Jenna Butler, Catherine Yeh

ACM Queue | May 2022, Vol 20(2)

Publication Project

SoftNER: Mining knowledge graphs from Cloud Incidents

Manish Shetty, Chetan Bansal, Sumit Kumar, Nikitha Rao, Nachiappan Nagappan

Empirical Software Engineering | April 2022, Vol 27(4)

Publication

ORES: Lowering Barriers with Participatory Machine Learning in Wikipedia

Aaron L Halfaker, R. Stuart Geiger

Proceedings of the ACM on Human-Computer Interaction | October 2020, Vol 4(CSCW2): pp. 1-37

DOI Publication

Learning Multilingual Word Embeddings in Latent Metric Space: A Geometric Approach

Pratik Jawanpuria, Arjun Balgovind, Anoop Kunchukuttan, Bamdev Mishra

Transactions of the Association for Computational Linguistics | April 2019, Vol 7: pp. 107-120

DOI Publication Publication

Procedural Humans for Computer Vision

Charlie Hewitt, Tadas Baltrusaitis, Erroll Wood, Lohit Petikam, Louis Florentin, Hanz Cuevas Velasquez

MSR-TR-2023-3 | January 2023

Published by Microsoft

Publication

Microsoft New Future of Work Report 2022

Jaime Teevan, Nancy Baym, Jenna Butler, Brent Hecht, Sonia Jaffe, Kate Nowak, Abigail Sellen, Longqi Yang, Marcus Ash, Kagonya Awori, Mia Bruch, Piali Choudhury, Adam Coleman, Scott Counts, Shiraz Cupala, Mary Czerwinski, Ed Doran, Elizabeth Fetterolf, Mar Gonzalez Franco, Kunal Gupta, Aaron L Halfaker, Constance Hadley, Brian Houck, Kori Inkpen, Shamsi Iqbal, Eric Knudsen, Stacey Levine, Siân Lindley, Jennifer Neville, Jacki O'Neill, Rick Pollak, Victor Poznanski, Sean Rintel, Neha Parikh Shah, Siddharth Suri, Adam D. Troy, Mengting Wan

MSR-TR-2022-3 | May 2022

Published by Microsoft

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