Inductive Biases, Invariances and Generalization in RL (BIG)
International Conference on Machine Learning (ICML)
July 18, 2020
@BIGICML · #BIGICML
Contact: generalizationworkshop@gmail.com
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 |