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

Deep Jump Learning for Off-Policy Evaluation in Continuous Treatment Settings NIPS 2021

Off-Policy Confidence Sequences ICML 2021

Deeply-Debiased Off-Policy Interval Estimation ICML 2021

Variance-Aware Off-Policy Evaluation with Linear Function Approximation NIPS 2021

Subgaussian and Differentiable Importance Sampling for Off-Policy Evaluation and Learning NIPS 2021

Towards Hyperparameter-free Policy Selection for Offline Reinforcement Learning NIPS 2021

SOPE: Spectrum of Off-Policy Estimators NIPS 2021

BCORLE($\lambda$): An Offline Reinforcement Learning and Evaluation Framework for Coupons Allocation in E-commerce Market NIPS 2021

Active Offline Policy Selection NIPS 2021

Deep Proxy Causal Learning and its Application to Confounded Bandit Policy Evaluation NIPS 2021

Universal Off-Policy Evaluation NIPS 2021

Off-Policy Risk Assessment in Contextual Bandits NIPS 2021

High-Confidence Off-Policy (or Counterfactual) Variance Estimation AAAI 2021

Optimal Uniform OPE and Model-based Offline Reinforcement Learning in Time-Homogeneous, Reward-Free and Task-Agnostic Settings NIPS 2021

Weighted model estimation for offline model-based reinforcement learning NIPS 2021

Model Selection for Offline Reinforcement Learning: Practical Considerations for Healthcare Settings MLHC 2021

Control Variates for Slate Off-Policy Evaluation NIPS 2021

Minimax Value Interval for Off-Policy Evaluation and Policy Optimization NIPS 2020

Off-Policy Evaluation and Learning for External Validity under a Covariate Shift NIPS 2020

A Maximum-Entropy Approach to Off-Policy Evaluation in Average-Reward MDPs NIPS 2020

Balanced Off-Policy Evaluation in General Action Spaces AISTATS 2020

Characterization of Overlap in Observational Studies AISTATS 2020

Double Reinforcement Learning for Efficient Off-Policy Evaluation in Markov Decision Processes JMLR 2020

Off-Policy Interval Estimation with Lipschitz Value Iteration NIPS 2020

CoinDICE: Off-Policy Confidence Interval Estimation NIPS 2020