2021年10月19日 –
2021年10月21日
Microsoft Research Summit 2021
地点： Virtual
细分结果
Plenary Sessions
Plenary: Statistical Imaginaries: An Ode to Responsible Data Science
Ashley Llorens, danah boyd, John Abowd
Plenary: New Developments in Human-Computer Interaction
Ashley Llorens, Ann Paradiso, Ken Hinckley, Mar Gonzalez-Franco, Mary Czerwinski, Teddy Seyed
Causal Machine Learning
Research talk: Challenges and opportunities in causal machine learning
Amit Sharma, Cheng Zhang, Emre Kiciman, Greg Lewis
Panel: Causal ML Research at Microsoft
Adith Swaminathan, Javier González Hernández, Justin Ding, Daniel McDuff
Cloud Intelligence/AIOps
Panel: Cloud Intelligence/AIOps across academia and industry
Qingwei Lin, Jim Kleewein, Tao Xie, Dan Pei, Shan Lu
Deep Learning & Large-Scale AI
Roundtable discussion: Efficient and adaptable large-scale AI
Ahmed Awadallah, Jianfeng Gao, Danqi Chen, Song Han
Panel: Large-scale neural platform models: Opportunities, concerns, and directions
Eric Horvitz, Miles Brundage, Yejin Choi, Percy Liang
Roundtable discussion: Beyond language models: Knowledge, multiple modalities, and more
Yonatan Bisk, Daniel McDuff, Dragomir Radev
The Future of Cloud Networking
Panel: Blurring the gap between software and hardware in networks
Alec Wolman, Lihua Yuan, Daniel Firestone
Panel: Next ten years for hyperscaler's backbones
Jitendra (Jitu) Padhye, Erica Lan, Sylvia Ratnasamy
The Future of Search & Recommendation
Panel: The future of search and recommendation: Beyond web search
Eric Horvitz, Nitin Agrawal, Soumen Chakrabati, Susan Dumais, Yi Zhang
Panel: Causality in search and recommendation systems
Emre Kiciman, Amit Sharma, Dean Eckles, Eren Manavoglu, Yixin Wang
Reinforcement Learning
Fireside chat: Opportunities and challenges in human-oriented AI
Ashley Llorens, Katja Hofmann, Siddhartha Sen
Panel: Generalization in reinforcement learning
Mingfei Sun, Roberta Raileanu, Wendelin Böhmer, Harm van Seijen, Cheng Zhang
Research talk: Project Dexter: Machine learning and automatic decision-making for robotic manipulation
Andrey Kolobov, Ching-An Cheng
Panel: The future of reinforcement learning
Geoff Gordon, Emma Brunskill, Craig Boutilier, Sham Kakade, Joelle Pineau, Csaba Szepesvari
Towards Human-Like Visual Learning & Reasoning
Panel: Computer vision in the next decade: Deeper or broader
Xilin Chen, Kyoung Mu Lee, Yi Ma, Katsushi Ikeuchi, Chong Luo
Empowering Developers and Mathematicians with Next-Gen AI
Panel: Developer velocity and productivity
Margaret-Anne Storey, Bryan Liles, Amanda Silver, Nicole Forsgren
Lightning talks: Augmented Mathematical Intelligence
Leonardo de Moura, Kevin Buzzard, Daniel Selsam
Panel: Preparing for the next generation of developer communities
Denae Ford Robinson, Margaret Price, Bobby Dresser, Mala Kumar
New Future of Work
Panel: Perspectives on the new future of hybrid meetings
Sean Rintel, Shiraz Cupala, Abigail Sellen, John Tang, Jaime Teevan, Carman Neustaedter
Demo: User-centric graph for building intelligence and Meeting Insights
Vipindeep Vangala, Abeshek Arun
Talk Series: Developer productivity
Jaime Teevan, Denae Ford Robinson, Jenna Butler, Brian Houck, Paige Anne Rodeghero
Panel: Characteristics, learnings, and challenges of thriving organizations
Ed Doran, Nancy Baym, Jonathan Larson, Constance Hadley
Fireside Conversation Series: Building an equitable environment for hybrid work
Siddharth Suri, Nick Bloom, Jennifer Neville, Kathleen Carley, Jaime Teevan, Sinan Aral
Live Q&A and Closing Remarks: New future of work
Jaime Teevan, Shamsi Iqbal, Longqi Yang, Brent Hecht, Sonia Jaffe
Research for Industry
Panel: Space systems and next-generation telecommunications
Ranveer Chandra, Dina Papagiannaki, Martin Casado, Andre Fuetsch, Martin Lund, Stephen Kitay
Panel: Advancing carbon capture and energy management
Sverre Brandsberg Dahl, Felix J. Herrmann, Rohit Singh, Darryl Willis, John Lemmon, Arun Majumdar, Jon Wellinghoff, Stanley Whittingham
Panel: Ag-Food – Sustainably Nourishing the World
Ranveer Chandra, Teddy Bekele, Ellen de Brabander, Susan McCouch
Panel: Data sharing in financial services: Unlocking new value with privacy-enhancing technologies
Bill Borden, Nick Lewins, Florian Kerschbaum, Cedric Membrez
Lightning talks: Gaming and Entertainment: Content creation at scale
Nikunj Raghuvanshi, CJ Williams, Kate Rayner, Aaron McLeran
Research for Carbon Negative
Research talks: Research partners on innovation for carbon neutralization
Beibei Shi, Jia Xing, Zhu Liu, Kuldeep S. Meel, Toru Sato, Xinran Wei, Shuxin Zheng
Panel: Innovative solutions and frontier technology for carbon neutralization from different angles
Tim Pan, Peng Gong, Shuxiao Wang, Tie-Yan Liu, Yukari Takamura
Tech for Resilient Communities
Panel: Monitoring for environmental equity: A hyperlocal air quality network in Chicago
Madeleine Daepp, Charlie Catlett, Meera Raja, Raed Mansour, Scott Counts, Tiffany Werner
Panel: Community-driven research: Emerging scholar spotlight
Mary Gray, Ben Ale-Ebrahim, Calvin Liang, Rida Qadri, Tristan Gohring
Health & Life Sciences: Delivery
Panel: The role of technology in decreasing health inequities, improving access, and strengthening resilience
Vikram Dendi, Chris White, Desmond Creary, Reverend Bobby Baker, Isaac Holeman, KP Yelpaala
Research talks: Showcasing health equity, access, and resilience collaborations
Brianna Goodwin, Brooke Loughrin, CJ Park, Daniel McDuff, Bill Thies, Patricia Moscibrodzki, Karthik Bhat, Amanda (Mandi) Hall, Rich Caruana, Vanessa Polk
Panel: Future of technology in combatting disease and disparities in treatment: A cardiovascular case study
Vikram Dendi, Jim Weinstein, Miah Wander, Ann Aerts, Elena Bonfiglioli, Dr. Sujoy Kar
Health & Life Sciences: Discovery
Tutorial: Accelerating research with the InnerEye medical imaging toolbox and Azure machine learning
Anton Schwaighofer, Michael Hansen
Panel: Experiments, models, inference and algorithms: Learning from experts who do it all
Kristen Severson, Ava Soleimany, Fei Chen, Jabran Zahid, Noémie Elhadad
The Future of Privacy & Security
Tutorial, Research talk, and Q&A: ElectionGuard: Enabling voters to verify election integrity
Josh Benaloh, Dan S. Wallach
Responsible AI
Demo: RAI Toolbox: An open-source framework for building responsible AI
Besmira Nushi, Mehrnoosh Sameki, Amit Sharma
Panel discussion: Content moderation beyond the ban: Reducing borderline, toxic, misleading, and low-quality content
Tarleton Gillespie, Zoe Darmé, Ryan Calo, Sarita Schoenebeck, Charlotte Willner
Lightning talks: Advances in fairness in AI: From research to practice
Amit Sharma, Michael Amoako, Kristen Laird, Solon Barocas, Chad Atalla
Lightning talks: Advances in fairness in AI: New directions
Amit Sharma, Kinjal Basu, Michael Madaio, Alexandra Olteanu, Amit Deshpande
Panel: Maximizing benefits and minimizing harms with language technologies
Hal Daumé III, Steven Bird, Su Lin Blodgett, Margaret Mitchell, Hanna Wallach
Tutorial: Create human-centered AI with the Human-AI eXperience (HAX) Toolkit
Saleema Amershi, Mihaela Vorvoreanu
