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off-policy evaluation

144 papers

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Also known as

OPE

Co-occurring keywords

reinforcement learning (4122) importance sampling (316) contextual bandit (379) causal inference (1619) markov decision process (788) variance reduction (520) doubly robust estimator (37) offline reinforcement learning (492) confidence interval (145) doubly robust (32)

Papers

Off-Policy Evaluation for Large Action Spaces via Conjunct Effect Modeling ICML 2023
An Instrumental Variable Approach to Confounded Off-Policy Evaluation ICML 2023
On the Reuse Bias in Off-Policy Reinforcement Learning IJCAI 2023
State-Action Similarity-Based Representations for Off-Policy Evaluation NIPS 2023
Future-Dependent Value-Based Off-Policy Evaluation in POMDPs NIPS 2023
Balanced Off-Policy Evaluation for Personalized Pricing AISTATS 2023
Multiply Robust Off-policy Evaluation and Learning under Truncation by Death ICML 2023
Conformal Off-Policy Prediction AISTATS 2023
Policy-Adaptive Estimator Selection for Off-Policy Evaluation AAAI 2023
On the Sample Complexity of Vanilla Model-Based Offline Reinforcement Learning with Dependent Samples AAAI 2023
Scaling Marginalized Importance Sampling to High-Dimensional State-Spaces via State Abstraction AAAI 2023
Scalable and Safe Remediation of Defective Actions in Self-Learning Conversational Systems ACL 2023
Counterfactual Evaluation of Peer-Review Assignment Policies NIPS 2023
Counterfactual Learning with General Data-Generating Policies AAAI 2023
Adversarial Counterfactual Environment Model Learning NIPS 2023
Off-Policy Evaluation for Large Action Spaces via Embeddings ICML 2022
Scalable and Robust Self-Learning for Skill Routing in Large-Scale Conversational AI Systems NAACL 2022
Debiasing Samples from Online Learning Using Bootstrap AISTATS 2022
Supervised Off-Policy Ranking ICML 2022
On Well-posedness and Minimax Optimal Rates of Nonparametric Q-function Estimation in Off-policy Evaluation ICML 2022
Off-Policy Evaluation with Policy-Dependent Optimization Response NIPS 2022
Case-based off-policy evaluation using prototype learning UAI 2022
Data poisoning attacks on off-policy policy evaluation methods UAI 2022
Bellman Residual Orthogonalization for Offline Reinforcement Learning NIPS 2022
Off-Policy Fitted Q-Evaluation with Differentiable Function Approximators: Z-Estimation and Inference Theory ICML 2022