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Poster
Thu 17:00 Learning to Sample with Local and Global Contexts in Experience Replay Buffer
Youngmin Oh · Kimin Lee · Jinwoo Shin · Eunho Yang · Sung Ju Hwang
Poster
Thu 17:00 Non-asymptotic Confidence Intervals of Off-policy Evaluation: Primal and Dual Bounds
Yihao Feng · Ziyang Tang · Na Zhang · Qiang Liu
Poster
Tue 17:00 DOP: Off-Policy Multi-Agent Decomposed Policy Gradients
Yihan Wang · Beining Han · Tonghan Wang · Heng Dong · Chongjie Zhang
Poster
Thu 1:00 Representation Balancing Offline Model-based Reinforcement Learning
Byung-Jun Lee · Jongmin Lee · Kee-Eung Kim
Poster
Mon 1:00 Parameter-Based Value Functions
Francesco Faccio · Louis Kirsch · Jürgen Schmidhuber
Poster
Wed 9:00 Benchmarks for Deep Off-Policy Evaluation
Justin Fu · Mohammad Norouzi · Ofir Nachum · George Tucker · ziyu wang · Alexander Novikov · Sherry Yang · Michael Zhang · Yutian Chen · Aviral Kumar · Cosmin Paduraru · Sergey Levine · Thomas Paine
Poster
Tue 17:00 Autoregressive Dynamics Models for Offline Policy Evaluation and Optimization
Michael Zhang · Thomas Paine · Ofir Nachum · Cosmin Paduraru · George Tucker · ziyu wang · Mohammad Norouzi
Spotlight
Thu 3:25 UPDeT: Universal Multi-agent RL via Policy Decoupling with Transformers
Siyi Hu · Fengda Zhu · Xiaojun Chang · Xiaodan Liang
Poster
Tue 9:00 Vulnerability-Aware Poisoning Mechanism for Online RL with Unknown Dynamics
Yanchao Sun · Da Huo · Furong Huang
Poster
Mon 17:00 UPDeT: Universal Multi-agent RL via Policy Decoupling with Transformers
Siyi Hu · Fengda Zhu · Xiaojun Chang · Xiaodan Liang