CSAIL-MSR Trustworthy and Robust AI (TRAC) Workshop
Location:
32-D463 (Star) — Nov 14 32-G449 (Kiva/Patil) — Nov 15
32-D463 (Star) — Nov 14 32-G449 (Kiva/Patil) — Nov 15
| 8:30 - 9:00 | Breakfast/Coffee | |
| 9:00 - 9:15 | Welcome and Overview Aleksander Madry (MIT), Evelyne Viegas (MSR) | |
| 9:15 - 10:00 | Invited talk: Optimality and Approximation with Policy Gradient Methods in Markov Decision Processes Alekh Agarwal (MSR) | |
| 10:00 - 10:30 | Secure Distributed Machine Learning Vinod Vaikuntanathan (MIT) | |
| 10:30 - 11:00 | Mixed Autonomy Traffic: A Reinforcement Learning Perspective Cathy Wu (MIT) | |
| 11:00 - 11:20 | Coffee Break | |
| 11:20 - 11:50 | Towards Safe Online Reinforcement Learning in Computer Systems Mohammad Alizadeh (MIT) | |
| 11:50 - 12:20 | Distributionally Robust Optimization and Generalization Stefanie Jegelka (MIT) | |
| 12:20 - 13:20 | Lunch | |
| 13:20 - 14:05 | Invited Talk: A Program Synthesis Perspective on Explainable Machine Learning Armando Solar-Lezama (MIT) | |
| 14:05 - 15:05 | Lightning talks - Session I Brandon Carter, Kai Xiao, Sitan Chen, Guang-He Lee, Yichen Yang | |
| 15:05 - 15:35 | Approximate Cross Validation for Large Data and High Dimensions Tamara Broderick (MIT) | |
| 15:35 - 16:00 | Coffee Break | |
| 16:00 - 17:00 | Panel: AI Robustness and Reliability Tamara Broderick (MIT), Sertac Karaman (MIT), Besmira Nushi (MSR), Martin Rinard (MIT) |
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| 17:00 - 18:30 | Reception |
| 8:30 - 9:00 | Breakfast/Coffee | |
| 9:00 - 9:45 | Invited talk: Transparency and Intelligibility Throughout the Machine Learning Lifecycle Jennifer Wortman Vaughan (MSR) | |
| 9:45 - 10:15 | Efficient Federated Learning Ankur Moitra (MIT) | |
| 10:15 - 10:45 | Provable Pruning for Efficient and Interpretable Networks Cenk Baykal (MIT) | |
| 10:45 - 11:05 | Coffee Break | |
| 11:05 - 11:35 | The Double-Edged Sword of ML Aleksander Madry (MIT) | |
| 11:35 - 12:05 | Robust Machine Learning for Reliable Patient Interventions Maggie Makar (MIT) | |
| 12:05 - 13:05 | Lunch | |
| 13:05 - 13:50 | Invited Talk: Building AI We Can Trust by Reverse-Engineering Human Intelligence Joshua Tenenbaum (MIT) | |
| 13:50 - 14:50 | Lightning talks - Session II Angie Boggust, Jose Javier Gonzalez, Alireza Fallah, Raj Agrawal, Lorenzo Masoero | |
| 14:50 - 15:20 | Correctness Verification of Neural Networks Martin Rinard (MIT) | |
| 15:20 - 15:45 | Coffee Break | |
| 15:45 - 16:45 | Panel: Human-AI Interaction Sean Andrist (MSR), Arvind Satyanarayan (MIT), Antonio Torralba (MIT) |
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| 16:45 - 17:00 | Closing Remarks Eric Horvitz (MSR), Daniela Rus (MIT) |