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Offline RL

725 directly classified papers

Papers per year

Papers

Leveraging Factored Action Spaces for Efficient Offline Reinforcement Learning in Healthcare NIPS 2022
Provably Efficient Offline Multi-agent Reinforcement Learning via Strategy-wise Bonus NIPS 2022
Grounding Aleatoric Uncertainty for Unsupervised Environment Design NIPS 2022
Robust Reinforcement Learning using Offline Data NIPS 2022
IMO^3: Interactive Multi-Objective Off-Policy Optimization IJCAI 2022
Model-Based Offline Planning with Trajectory Pruning IJCAI 2022
Supported Policy Optimization for Offline Reinforcement Learning NIPS 2022
On the Effect of Pre-training for Transformer in Different Modality on Offline Reinforcement Learning NIPS 2022
Off-Policy Evaluation with Deficient Support Using Side Information NIPS 2022
Oracle Inequalities for Model Selection in Offline Reinforcement Learning NIPS 2022
When are Offline Two-Player Zero-Sum Markov Games Solvable? NIPS 2022
Improving Zero-Shot Generalization in Offline Reinforcement Learning using Generalized Similarity Functions NIPS 2022
Bayesian Nonparametrics for Offline Skill Discovery ICML 2022
Addressing Optimism Bias in Sequence Modeling for Reinforcement Learning ICML 2022
Interpretable Off-Policy Learning via Hyperbox Search ICML 2022
Pessimistic Q-Learning for Offline Reinforcement Learning: Towards Optimal Sample Complexity ICML 2022
Offline Meta-Reinforcement Learning with Online Self-Supervision ICML 2022
Constrained Offline Policy Optimization ICML 2022
Plan Better Amid Conservatism: Offline Multi-Agent Reinforcement Learning with Actor Rectification ICML 2022
Versatile Offline Imitation from Observations and Examples via Regularized State-Occupancy Matching ICML 2022
Pessimism meets VCG: Learning Dynamic Mechanism Design via Offline Reinforcement Learning ICML 2022
Phasic Self-Imitative Reduction for Sparse-Reward Goal-Conditioned Reinforcement Learning ICML 2022
Model Selection in Batch Policy Optimization ICML 2022
Showing Your Offline Reinforcement Learning Work: Online Evaluation Budget Matters ICML 2022
Doubly Robust Distributionally Robust Off-Policy Evaluation and Learning ICML 2022