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Offline RL

726 papers

Papers per year

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Papers

Distributionally Robust Off-Dynamics Reinforcement Learning: Provable Efficiency with Linear Function Approximation AISTATS 2024
Pessimistic Off-Policy Multi-Objective Optimization AISTATS 2024
Reward-Relevance-Filtered Linear Offline Reinforcement Learning AISTATS 2024
Improved Algorithm for Adversarial Linear Mixture MDPs with Bandit Feedback and Unknown Transition AISTATS 2024
Offline Primal-Dual Reinforcement Learning for Linear MDPs AISTATS 2024
Don’t Be Pessimistic Too Early: Look K Steps Ahead! AISTATS 2024
Importance-Weighted Offline Learning Done Right ALT 2024
Implicit and Explicit Policy Constraints for Offline Reinforcement Learning CLEAR 2024
MORE-3S:Multimodal-based Offline Reinforcement Learning with Shared Semantic Spaces COLING 2024
Scale-free Adversarial Reinforcement Learning COLT 2024
Offline Reinforcement Learning: Role of State Aggregation and Trajectory Data COLT 2024
Minimax-optimal reward-agnostic exploration in reinforcement learning COLT 2024
POCE: Primal Policy Optimization with Conservative Estimation for Multi-constraint Offline Reinforcement Learning CVPR 2024
Retrospex: Language Agent Meets Offline Reinforcement Learning Critic EMNLP 2024
WPO: Enhancing RLHF with Weighted Preference Optimization EMNLP 2024
Don’t Forget Your Reward Values: Language Model Alignment via Value-based Calibration EMNLP 2024
LLM-Based Offline Learning for Embodied Agents via Consistency-Guided Reward Ensemble EMNLP 2024
Offline Inverse RL: New Solution Concepts and Provably Efficient Algorithms ICML 2024
Online Learning with Off-Policy Feedback in Adversarial MDPs IJCAI 2024
Diversification of Adaptive Policy for Effective Offline Reinforcement Learning IJCAI 2024
A Conservative Approach for Few-Shot Transfer in Off-Dynamics Reinforcement Learning IJCAI 2024
Offline Policy Learning via Skill-step Abstraction for Long-horizon Goal-Conditioned Tasks IJCAI 2024
Efficient and Stable Offline-to-online Reinforcement Learning via Continual Policy Revitalization IJCAI 2024
Efficient Offline Meta-Reinforcement Learning via Robust Task Representations and Adaptive Policy Generation IJCAI 2024
MICRO: Model-Based Offline Reinforcement Learning with a Conservative Bellman Operator IJCAI 2024