Inductive Biases, Invariances and Generalization in RL (BIG)

International Conference on Machine Learning (ICML)

July 18, 2020



Throughout the day we will be livestreaming invited talks, contributed talks, spotlight presentations, and a live panel discussion. Please see How To Participate for details on ways to participate!

All times listed are in PDT. Please click here for a timezone converter from PDT.

Time (PDT) Speaker Title Rocket.Chat
3:00 - 3:15am Organizers Opening Remarks BIG Workshop
3:15 - 4:30am First Virtual Poster Session
4:30am - 5:00am David Silver Meta Gradient Reinforcement Learning #big_channel_1
5:00am - 5:10am Q/A with David Silver LIVE #big_channel_1
5:10am - 5:40am Caroline Uhler Multi-Domain Data Integration: From Observations to Mechanistic Insights #big_channel_2
5:40am - 5:50am Q/A with Caroline Uhler LIVE #big_channel_2
5:50am - 6:05 am First Contributed Talk Automatic Data Augmentation for Generalization in Reinforcement Learning #big_channel_54
6:05am - 6:15 am Microbreak
6:15 - 7:30am Second Virtual Poster Session
7:30am - 8:00am Fanny Yang Augmenting data to improve robustness – a blessing or a curse? #big_channel_3
8:10am - 8:40am Yoshua Bengio System 2 Priors #big_channel_4
8:40am - 8:50am Q/A with Yoshua Bengio LIVE #big_channel_4
8:50am - 9:05 am Second Contributed Talk Off-Dynamics Reinforcement Learning: Training for Transfer with Domain Classifiers #big_channel_27
9:05am - 9:15 am Q/A with Fanny Yang LIVE #big_channel_3
9:15am - 9:45am Martha White A New RNN algorithm using the computational inductive bias of span independence #big_channel_5
9:45am - 10:00am Q/A with Martha White LIVE #big_channel_5
10:00am - 10:30am Nicolas Heess From skills to tasks: Reusing and generalizing knowledge for motor control #big_channel_6
10:30am - 10:40am Q/A with Nicolas Heess LIVE #big_channel_6
10:40 - 11:55am Third Virtual Poster Session
11:55am - 12:25pm Mengdi Wang Statistical Complexity of RL and the use of regression #big_channel_7
12:25pm - 12:35pm Q/A with Mengdi Wang LIVE #big_channel_7
12:35pm - 13:05pm Sham Kakade On the Theory of Policy Gradient Methods: Optimality, Generalization and Distribution Shift #big_channel_8
13:05pm - 13:15pm Q/A with Sham Kakade LIVE #big_channel_8
13:15pm - 14:15pm Invited Speakers and Panelists [LIVE] Panel Discussion - Submit Questions Here BIG Workshop