conftrace_

offline policy evaluation

12 papers

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Also known as

OPE

Co-occurring keywords

reinforcement learning (4352) uniform convergence (64) markov decision process (790) offline reinforcement learning (492) representation learning (6206) confounded mdp (1) misspecification error (5) model-based method (14) doubly robust (32) task-agnostic learning (10)

Papers

Offline Policy Evaluation and Optimization Under Confounding AISTATS 2024
Scaling Offline Evaluation of Reinforcement Learning Agents through Abstraction AAAI 2024
Probabilistic Offline Policy Ranking with Approximate Bayesian Computation AAAI 2024
OPERA: Automatic Offline Policy Evaluation with Re-weighted Aggregates of Multiple Estimators NIPS 2024
Distributional Offline Policy Evaluation with Predictive Error Guarantees ICML 2023
Hallucinated adversarial control for conservative offline policy evaluation UAI 2023
A Complete Characterization of Linear Estimators for Offline Policy Evaluation JMLR 2023
Learning Bellman Complete Representations for Offline Policy Evaluation ICML 2022
On Instrumental Variable Regression for Deep Offline Policy Evaluation JMLR 2022
Asymptotically Exact Error Characterization of Offline Policy Evaluation with Misspecified Linear Models NIPS 2021
Optimal Uniform OPE and Model-based Offline Reinforcement Learning in Time-Homogeneous, Reward-Free and Task-Agnostic Settings NIPS 2021
Near-Optimal Provable Uniform Convergence in Offline Policy Evaluation for Reinforcement Learning AISTATS 2021