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Poster
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Fri 16:30
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Meta-DT: Offline Meta-RL as Conditional Sequence Modeling with World Model Disentanglement
Zhi Wang · Li Zhang · Wenhao Wu · Yuanheng Zhu · Dongbin Zhao · Chunlin Chen
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Workshop
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Scalable RL for Systems via Offline Imitation from Multiple Baselines: A Case Study in Compiler Optimization
Teodor Vanislavov Marinov · Alekh Agarwal · Mircea Trofin
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Workshop
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Sun 15:10
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Scalable RL for Systems via Offline Imitation from Multiple Baselines: A Case Study in Compiler Optimization (Teodor V. Marinov, Google)
Teodor Vanislavov Marinov · Alekh Agarwal · Mircea Trofin
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Workshop
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Are Expressive Models Truly Necessary for Offline RL?
Guan Wang · Haoyi Niu · Jianxiong Li · Li Jiang · Jianming HU · Xianyuan Zhan
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Poster
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Wed 11:00
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ROIDICE: Offline Return on Investment Maximization for Efficient Decision Making
Woosung Kim · Hayeong Lee · Jongmin Lee · Byung-Jun Lee
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Poster
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Thu 11:00
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A Tractable Inference Perspective of Offline RL
Xuejie Liu · Anji Liu · Guy Van den Broeck · Yitao Liang
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Poster
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Wed 11:00
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Decision Mamba: A Multi-Grained State Space Model with Self-Evolution Regularization for Offline RL
Qi Lv · Xiang Deng · Gongwei Chen · MICHAEL YU WANG · Liqiang Nie
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Poster
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Wed 16:30
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Federated Ensemble-Directed Offline Reinforcement Learning
Desik Rengarajan · Nitin Ragothaman · Dileep Kalathil · Srinivas Shakkottai
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Poster
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Thu 16:30
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Is Value Learning Really the Main Bottleneck in Offline RL?
Seohong Park · Kevin Frans · Sergey Levine · Aviral Kumar
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Poster
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Fri 11:00
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Making Offline RL Online: Collaborative World Models for Offline Visual Reinforcement Learning
Qi Wang · Junming Yang · Yunbo Wang · Xin Jin · Wenjun Zeng · Xiaokang Yang
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Poster
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Thu 16:30
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Trajectory Data Suffices for Statistically Efficient Learning in Offline RL with Linear qπ-Realizability and Concentrability
Volodymyr Tkachuk · Gellert Weisz · Csaba Szepesvari
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Poster
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Optimistic Critic Reconstruction and Constrained Fine-Tuning for General Offline-to-Online RL
Qin-Wen Luo · Ming-Kun Xie · Yewen Wang · Sheng-Jun Huang
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