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Poster
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Mon 18:30
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Reinforcement Learning with Sparse Rewards using Guidance from Offline Demonstration
Desik Rengarajan · Gargi Vaidya · Akshay Sarvesh · Dileep Kalathil · Srinivas Shakkottai
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Poster
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Tue 10:30
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Finite-Time Convergence and Sample Complexity of Multi-Agent Actor-Critic Reinforcement Learning with Average Reward
FNU Hairi · Jia Liu · Songtao Lu
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Spotlight
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Thu 10:30
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Learning Altruistic Behaviours in Reinforcement Learning without External Rewards
Tim Franzmeyer · Mateusz Malinowski · Joao F. Henriques
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Poster
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Tue 18:30
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Dynamics-Aware Comparison of Learned Reward Functions
Blake W Wulfe · Logan Ellis · Jean Mercat · Rowan T McAllister · Adrien Gaidon
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Spotlight
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Mon 2:30
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Learning Long-Term Reward Redistribution via Randomized Return Decomposition
Zhizhou Ren · Ruihan Guo · Yuan Zhou · Jian Peng
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Poster
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Tue 10:30
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Continuously Discovering Novel Strategies via Reward-Switching Policy Optimization
Zihan Zhou · Wei Fu · Bingliang Zhang · Yi Wu
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Poster
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Thu 10:30
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Learning Altruistic Behaviours in Reinforcement Learning without External Rewards
Tim Franzmeyer · Mateusz Malinowski · Joao F. Henriques
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Poster
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Mon 2:30
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Learning Long-Term Reward Redistribution via Randomized Return Decomposition
Zhizhou Ren · Ruihan Guo · Yuan Zhou · Jian Peng
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Poster
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Mon 10:30
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Learning Transferable Reward for Query Object Localization with Policy Adaptation
Tingfeng Li · Shaobo Han · Martin Min · Dimitris Metaxas
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Poster
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Tue 18:30
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SURF: Semi-supervised Reward Learning with Data Augmentation for Feedback-efficient Preference-based Reinforcement Learning
Jongjin Park · Younggyo Seo · Jinwoo Shin · Honglak Lee · Pieter Abbeel · Kimin Lee
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Spotlight
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Thu 2:30
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Near-Optimal Reward-Free Exploration for Linear Mixture MDPs with Plug-in Solver
Xiaoyu Chen · Jiachen Hu · Lin Yang · Liwei Wang
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Poster
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Thu 2:30
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Near-Optimal Reward-Free Exploration for Linear Mixture MDPs with Plug-in Solver
Xiaoyu Chen · Jiachen Hu · Lin Yang · Liwei Wang
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