Interpretable Off-Policy Evaluation in Reinforcement Learning by
Highlighting Influential Transitions

Interpretable Off-Policy Evaluation in Reinforcement Learning by Highlighting Influential Transitions

10 February 2020

Joseph D. Futoma

Finale Doshi-Velez

Papers citing "Interpretable Off-Policy Evaluation in Reinforcement Learning by Highlighting Influential Transitions"

15 / 15 papers shown

Title
Policy-to-Language: Train LLMs to Explain Decisions with Flow-Matching Generated Rewards Xinyi Yang Liang Zeng Heng Dong C. Yu X. Wu H. Yang Yu Wang Milind Tambe Tonghan Wang 76 2 0 18 Feb 2025
Deep Attention Q-Network for Personalized Treatment Recommendation Simin Ma Junghwan Lee N. Serban Shihao Yang OffRL 35 5 0 04 Jul 2023
HOPE: Human-Centric Off-Policy Evaluation for E-Learning and Healthcare Ge Gao Song Ju Markel Sanz Ausin Min Chi OffRL 29 8 0 18 Feb 2023
ASQ-IT: Interactive Explanations for Reinforcement-Learning Agents Yotam Amitai Guy Avni Ofra Amir 37 3 0 24 Jan 2023
Explainable Deep Reinforcement Learning: State of the Art and Challenges G. Vouros XAI 50 76 0 24 Jan 2023
Relative Sparsity for Medical Decision Problems Samuel J. Weisenthal Sally W. Thurston Ashkan Ertefaie 27 2 0 29 Nov 2022
Mitigating Health Data Poverty: Generative Approaches versus Resampling for Time-series Clinical Data Raffaele Marchesi Nicolo Micheletti Giuseppe Jurman V. Osmani AI4TS 34 5 0 25 Oct 2022
The Health Gym: Synthetic Health-Related Datasets for the Development of Reinforcement Learning Algorithms N. Kuo Mark Polizzotto S. Finfer Federico Garcia Anders Sönnerborg Maurizio Zazzi Michael Böhm Louisa R Jorm S. Barbieri OOD 35 28 0 12 Mar 2022
Reinforcement Learning in Practice: Opportunities and Challenges Yuxi Li OffRL 34 9 0 23 Feb 2022
A Survey of Explainable Reinforcement Learning Stephanie Milani Nicholay Topin Manuela Veloso Fei Fang XAI LRM 22 52 0 17 Feb 2022
Synthetic Acute Hypotension and Sepsis Datasets Based on MIMIC-III and Published as Part of the Health Gym Project N. Kuo Mark Polizzotto S. Finfer Louisa R Jorm S. Barbieri 13 5 0 07 Dec 2021
State Relevance for Off-Policy Evaluation S. Shen Yecheng Ma Omer Gottesman Finale Doshi-Velez OffRL 8 4 0 13 Sep 2021
Finite-Sample Analysis of Off-Policy Natural Actor-Critic with Linear Function Approximation Zaiwei Chen S. Khodadadian S. T. Maguluri OffRL 58 29 0 26 May 2021
Finite-Sample Analysis of Off-Policy Natural Actor-Critic Algorithm S. Khodadadian Zaiwei Chen S. T. Maguluri CML OffRL 71 26 0 18 Feb 2021
Model-based Reinforcement Learning for Semi-Markov Decision Processes with Neural ODEs Jianzhun Du Joseph D. Futoma Finale Doshi-Velez 25 49 0 29 Jun 2020