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Poster
Thu 1:00 What Matters for On-Policy Deep Actor-Critic Methods? A Large-Scale Study
Marcin Andrychowicz · Anton Raichuk · Piotr Stanczyk · Manu Orsini · Sertan Girgin · Raphaël Marinier · Léonard Hussenot-Desenonges · Matthieu Geist · Olivier Pietquin · Marcin Michalski · Sylvain Gelly · Olivier Bachem
Poster
Wed 9:00 Differentiable Trust Region Layers for Deep Reinforcement Learning
Fabian Otto · Philipp Becker · Vien A Ngo · Hanna Ziesche · Gerhard Neumann
Oral
Tue 11:15 Learning Generalizable Visual Representations via Interactive Gameplay
Luca Weihs · Aniruddha Kembhavi · Kiana Ehsani · Sarah M Pratt · Winson Han · Alvaro Herrasti · Eric Kolve · Dustin Schwenk · Roozbeh Mottaghi · Ali Farhadi
Poster
Tue 9:00 Supervised Contrastive Learning for Pre-trained Language Model Fine-tuning
Beliz Gunel · Jingfei Du · Alexis Conneau · Veselin Stoyanov
Poster
Wed 9:00 Learning Generalizable Visual Representations via Interactive Gameplay
Luca Weihs · Aniruddha Kembhavi · Kiana Ehsani · Sarah M Pratt · Winson Han · Alvaro Herrasti · Eric Kolve · Dustin Schwenk · Roozbeh Mottaghi · Ali Farhadi
Poster
Tue 17:00 Neural Mechanics: Symmetry and Broken Conservation Laws in Deep Learning Dynamics
Daniel Kunin · Javier Sagastuy-Brena · Surya Ganguli · Daniel L Yamins · Hidenori Tanaka
Spotlight
Thu 3:15 Winning the L2RPN Challenge: Power Grid Management via Semi-Markov Afterstate Actor-Critic
Deunsol Yoon · Sunghoon Hong · Byung-Jun Lee · Kee-Eung Kim
Poster
Thu 9:00 Understanding and Improving Encoder Layer Fusion in Sequence-to-Sequence Learning
Xuebo Liu · Longyue Wang · Derek Wong · Liang Ding · Lidia Chao · Zhaopeng Tu
Poster
Tue 1:00 Winning the L2RPN Challenge: Power Grid Management via Semi-Markov Afterstate Actor-Critic
Deunsol Yoon · Sunghoon Hong · Byung-Jun Lee · Kee-Eung Kim
Poster
Mon 1:00 Towards Impartial Multi-task Learning
Liyang Liu · Yi Li · Zhanghui Kuang · Jing-Hao Xue · Yimin Chen · Wenming Yang · Qingmin Liao · Wei Zhang
Workshop
Fri 5:15 Beyond Static Papers: Rethinking How We Share Scientific Understanding in ML
Krishna Murthy Jatavallabhula · Bhairav Mehta · Tegan Maharaj · Amy Tabb · Khimya Khetarpal · Aditya Kusupati · Anna Rogers · Sara Hooker · Breandan Considine · Devi Parikh · Derek Nowrouzezahrai · Yoshua Bengio