Off-Policy Evaluation in Markov Decision Processes under Weak Distributional Overlap

13 February 2024

Papers citing "Off-Policy Evaluation in Markov Decision Processes under Weak Distributional Overlap"

10 / 10 papers shown

Title
Automatic Double Reinforcement Learning in Semiparametric Markov Decision Processes with Applications to Long-Term Causal Inference Lars van der Laan David Hubbard Allen Tran Nathan Kallus Aurélien F. Bibaut OffRL 39 0 0 12 Jan 2025
Concept-driven Off Policy Evaluation Ritam Majumdar Jack Teversham Sonali Parbhoo OffRL 61 0 0 28 Nov 2024
Off-Policy Selection for Initiating Human-Centric Experimental Design Ge Gao Xi Yang Qitong Gao Song Ju Miroslav Pajic Min Chi OffRL 26 0 0 26 Oct 2024
Abstract Reward Processes: Leveraging State Abstraction for Consistent Off-Policy Evaluation Shreyas Chaudhari A. Deshpande Bruno Castro da Silva Philip S. Thomas OffRL 22 1 0 03 Oct 2024
OPERA: Automatic Offline Policy Evaluation with Re-weighted Aggregates of Multiple Estimators Allen Nie Yash Chandak Christina J. Yuan Anirudhan Badrinath Yannis Flet-Berliac Emma Brunskil OffRL 44 0 0 27 May 2024
Probabilistic Offline Policy Ranking with Approximate Bayesian Computation Longchao Da P. Jenkins Trevor Schwantes Jeffrey Dotson Hua Wei OffRL 19 2 0 17 Dec 2023
Counterfactual-Augmented Importance Sampling for Semi-Offline Policy Evaluation Shengpu Tang Jenna Wiens OffRL CML 8 4 0 26 Oct 2023
Efficient Policy Evaluation with Offline Data Informed Behavior Policy Design Shuze Liu Shangtong Zhang OffRL 14 3 0 31 Jan 2023
Pessimistic Model-based Offline Reinforcement Learning under Partial Coverage Masatoshi Uehara Wen Sun OffRL 91 20 0 13 Jul 2021
Double Reinforcement Learning for Efficient Off-Policy Evaluation in Markov Decision Processes Nathan Kallus Masatoshi Uehara OffRL 31 180 0 22 Aug 2019