Explaining by Imitating: Understanding Decisions by Interpretable Policy Learning

28 October 2023

Papers citing "Explaining by Imitating: Understanding Decisions by Interpretable Policy Learning"

13 / 13 papers shown

Title
Defining Expertise: Applications to Treatment Effect Estimation Alihan Huyuk Qiyao Wei Alicia Curth M. Schaar CML 46 2 0 01 Mar 2024
BET: Explaining Deep Reinforcement Learning through The Error-Prone Decisions Xiao Liu Jie Zhao Wubing Chen Mao Tan Yongxin Su OffRL FAtt 33 0 0 14 Jan 2024
Online Decision Mediation Daniel Jarrett Alihan Huyuk M. Schaar 35 2 0 28 Oct 2023
Inverse Decision Modeling: Learning Interpretable Representations of Behavior Daniel Jarrett Alihan Huyuk M. Schaar AI4CE 24 27 0 28 Oct 2023
Contextualized Policy Recovery: Modeling and Interpreting Medical Decisions with Adaptive Imitation Learning J. Deuschel Caleb N. Ellington Yingtao Luo Benjamin J. Lengerich Pascal Friederich Eric Xing OffRL 38 5 0 11 Oct 2023
Accountability in Offline Reinforcement Learning: Explaining Decisions with a Corpus of Examples Hao Sun Alihan Huyuk Daniel Jarrett M. Schaar OffRL 41 7 0 11 Oct 2023
Explainable Deep Reinforcement Learning: State of the Art and Challenges G. Vouros XAI 52 77 0 24 Jan 2023
Treatment-RSPN: Recurrent Sum-Product Networks for Sequential Treatment Regimes Adam Dejl Harsh Deep Jonathan Fei A. Saeedi Li-wei H. Lehman TPM 24 1 0 14 Nov 2022
POETREE: Interpretable Policy Learning with Adaptive Decision Trees Alizée Pace Alex J. Chan M. Schaar OffRL 27 17 0 15 Mar 2022
Inverse Online Learning: Understanding Non-Stationary and Reactionary Policies Alex J. Chan Alicia Curth M. Schaar CML OffRL 21 8 0 14 Mar 2022
Inverse Contextual Bandits: Learning How Behavior Evolves over Time Alihan Huyuk Daniel Jarrett M. Schaar CML OffRL 30 11 0 13 Jul 2021
The Medkit-Learn(ing) Environment: Medical Decision Modelling through Simulation Alex J. Chan Ioana Bica Alihan Huyuk Daniel Jarrett M. Schaar 38 14 0 08 Jun 2021
Methods for Interpreting and Understanding Deep Neural Networks G. Montavon Wojciech Samek K. Müller FaML 234 2,238 0 24 Jun 2017