| 8:30 - 9:00 | Coffee Break |
| 9:00 - 9:15 | Welcome, Overview of the Day, and the Intended Model of Collaboration Aleksander Madry (CSAIL), Evelyne Viegas (MSR) |
| 9:15 - 10:00 | Opening Comments and Kick Off discussions Eric Horvitz (MSR), Daniela Rus (CSAIL) |
| 10:00 - 10:40 | ML Robustness Jerry Li (MSR), Dimitris Tsipras (CSAIL) |
| 10:40 - 11:00 | Coffee Break |
| 11:00 - 11:40 | Interpretability Rich Caruana (MSR), David Bau (CSAIL) |
| 11:40 - 12:20 | Causal Inference and Machine Learning Vasilis Syrgkanis (MSR), Raj Agrawal (CSAIL) |
| 12:20 - 13:20 | Lunch |
| 13:20 - 14:15 | Reliable Reinforcement Learning Ashish Kapoor (MSR), Andrew Ilyas (CSAIL), Ramya Ramakrishnan (CSAIL) |
| 14:15 - 14:50 | Lightning talks - Session I * Irene Chen (CSAIL) - Robust ML for Healthcare * Adam Kalai (MSR) - Biases in Word Embeddings * Ankur Moitra (CSAIL) - Above Average-Case Analysis |
| 14:50 - 15:10 | Coffee Break |
| 15:10 - 16:10 | Lightning talks - Session II * Cenk Baykal (CSAIL) - Provable and Robust Compression of Neural Networks * Lester Mackey (MSR) - Model Compression with GANs * Matthew Staib (CSAIL) - Robust Subset Selection * Nicole Immorlica (MSR) - Impacts of Disparate Access to Signaling * Hongzhou Lin (CSAIL) - Representational Power of ResNet |
| 16:10 - 16:25 | Closing Remarks Daniela Rus (CSAIL), Eric Horvitz (MSR) |
| 16:25 - 17:45 | Reception |