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Poster
Mon 9:00 Off-Dynamics Reinforcement Learning: Training for Transfer with Domain Classifiers
Benjamin Eysenbach · Shreyas Chaudhari · Swapnil Asawa · Sergey Levine · Ruslan Salakhutdinov
Oral
Mon 11:00 Federated Learning Based on Dynamic Regularization
Durmus Alp Emre Acar · Yue Zhao · Ramon Matas · Matthew Mattina · Paul Whatmough · Venkatesh Saligrama
Poster
Thu 17:00 On the Curse of Memory in Recurrent Neural Networks: Approximation and Optimization Analysis
Zhong Li · Jiequn Han · Weinan E · Qianxiao Li
Oral
Thu 4:20 Augmenting Physical Models with Deep Networks for Complex Dynamics Forecasting
Yuan Yin · Vincent Le Guen · Jérémie DONA · Emmanuel d Bezenac · Ibrahim Ayed · Nicolas THOME · patrick gallinari
Oral
Wed 5:00 Learning Cross-Domain Correspondence for Control with Dynamics Cycle-Consistency
Qiang Zhang · Tete Xiao · Alexei Efros · Lerrel Pinto · Xiaolong Wang
Poster
Tue 1:00 Learning Subgoal Representations with Slow Dynamics
Siyuan Li · Lulu Zheng · Jianhao Wang · Chongjie Zhang
Spotlight
Tue 5:18 Learning Incompressible Fluid Dynamics from Scratch - Towards Fast, Differentiable Fluid Models that Generalize
Nils Wandel · Michael Weinmann · Reinhard Klein
Poster
Tue 1:00 Identifying nonlinear dynamical systems with multiple time scales and long-range dependencies
Dominik Schmidt · Georgia Koppe · Zahra Monfared · Max Beutelspacher · Daniel Durstewitz
Poster
Wed 9:00 HyperDynamics: Meta-Learning Object and Agent Dynamics with Hypernetworks
Zhou Xian · Shamit Lal · Hsiao-Yu Tung · Anthony Platanios · Katerina Fragkiadaki
Poster
Wed 17:00 Efficient Empowerment Estimation for Unsupervised Stabilization
Ruihan Zhao · Kevin Lu · Pieter Abbeel · Stas Tiomkin
Poster
Mon 17:00 Learning Energy-Based Models by Diffusion Recovery Likelihood
Ruiqi Gao · Yang Song · Ben Poole · Yingnian Wu · Durk Kingma
Spotlight
Wed 13:38 Dynamic Tensor Rematerialization
Marisa Kirisame · Steven S. Lyubomirsky · Altan Haan · Jennifer Brennan · Mike He · Jared G Roesch · Tianqi Chen · Zachary Tatlock