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Offline RL

725 directly classified papers

Papers per year

Papers

Provably Efficient Offline Reinforcement Learning for Partially Observable Markov Decision Processes ICML 2022
Learning Pseudometric-based Action Representations for Offline Reinforcement Learning ICML 2022
Offline RL Policies Should Be Trained to be Adaptive ICML 2022
Few-Shot Preference Learning for Human-in-the-Loop RL CORL 2022
[CASPI] Causal-aware Safe Policy Improvement for Task-oriented Dialogue ACL 2022
Latent Plans for Task-Agnostic Offline Reinforcement Learning CORL 2022
Adversarially Trained Actor Critic for Offline Reinforcement Learning ICML 2022
Learning Bellman Complete Representations for Offline Policy Evaluation ICML 2022
Stabilizing Off-Policy Deep Reinforcement Learning from Pixels ICML 2022
Learning Goal-Conditioned Policies Offline with Self-Supervised Reward Shaping CORL 2022
Towards Robust Off-Policy Learning for Runtime Uncertainty AAAI 2022
Constraints Penalized Q-learning for Safe Offline Reinforcement Learning AAAI 2022
Policy Optimization for Stochastic Shortest Path COLT 2022
Data-Driven Offline Decision-Making via Invariant Representation Learning NIPS 2022
Learning Adversarial Markov Decision Processes with Delayed Feedback AAAI 2022
Offline-to-Online Co-Evolutional User Simulator and Dialogue System EMNLP 2022
Global Optimality and Finite Sample Analysis of Softmax Off-Policy Actor Critic under State Distribution Mismatch JMLR 2022
d3rlpy: An Offline Deep Reinforcement Learning Library JMLR 2022
CHAI: A CHatbot AI for Task-Oriented Dialogue with Offline Reinforcement Learning NAACL 2022
You Can’t Count on Luck: Why Decision Transformers and RvS Fail in Stochastic Environments NIPS 2022
On Instrumental Variable Regression for Deep Offline Policy Evaluation JMLR 2022
Stateful Offline Contextual Policy Evaluation and Learning AISTATS 2022
Sample Complexity of Robust Reinforcement Learning with a Generative Model AISTATS 2022
The Curse of Passive Data Collection in Batch Reinforcement Learning AISTATS 2022
Corruption-robust Offline Reinforcement Learning AISTATS 2022