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05/27/2023
Query-Policy Misalignment in Preference-Based Reinforcement Learning
Preference-based reinforcement learning (PbRL) provides a natural way to...
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05/25/2023
PROTO: Iterative Policy Regularized Offline-to-Online Reinforcement Learning
Offline-to-online reinforcement learning (RL), by combining the benefits...
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03/28/2023
Offline RL with No OOD Actions: In-Sample Learning via Implicit Value Regularization
Most offline reinforcement learning (RL) methods suffer from the trade-o...
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02/03/2023
Mind the Gap: Offline Policy Optimization for Imperfect Rewards
Reward function is essential in reinforcement learning (RL), serving as ...
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10/15/2022
A Policy-Guided Imitation Approach for Offline Reinforcement Learning
Offline reinforcement learning (RL) methods can generally be categorized...
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05/23/2022
Distance-Sensitive Offline Reinforcement Learning
In offline reinforcement learning (RL), one detrimental issue to policy ...
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10/14/2021