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 |