v1v2 (latest)

Behaviour Discovery and Attribution for Explainable Reinforcement Learning

19 March 2025

Rishav Rishav

Somjit Nath

Vincent Michalski

Samira Ebrahimi Kahou

FAtt

OffRL

ArXiv (abs)PDF HTML

Papers citing "Behaviour Discovery and Attribution for Explainable Reinforcement Learning"

39 / 39 papers shown

Title
A Snapshot of Influence: A Local Data Attribution Framework for Online Reinforcement Learning Yuzheng Hu Fan Wu Haotian Ye David A. Forsyth James Y. Zou Nan Jiang Jiaqi W. Ma Han Zhao OffRL 49 0 0 25 May 2025
A Survey on Explainable Deep Reinforcement Learning Zelei Cheng Jiahao Yu Masashi Sugiyama OffRL 60 4 0 08 Feb 2025
RICE: Breaking Through the Training Bottlenecks of Reinforcement Learning with Explanation Zelei Cheng Xian Wu Jiahao Yu Sabrina Yang Gang Wang Xinyu Xing OffRL 74 5 0 05 May 2024
Learning to Act without Actions Dominik Schmidt Minqi Jiang OffRL 109 38 0 17 Dec 2023
Action-Quantized Offline Reinforcement Learning for Robotic Skill Learning Jianlan Luo Perry Dong Jeffrey Wu Aviral Kumar Xinyang Geng Sergey Levine OffRL 98 23 0 18 Oct 2023
Accountability in Offline Reinforcement Learning: Explaining Decisions with a Corpus of Examples Hao Sun Alihan Huyuk Daniel Jarrett M. Schaar OffRL 96 8 0 11 Oct 2023
Learning to Identify Critical States for Reinforcement Learning from Videos Haozhe Liu Mingchen Zhuge Bing Li Yu‐Han Wang Francesco Faccio Guohao Li Jürgen Schmidhuber OffRL 65 9 0 15 Aug 2023
Offline Skill Graph (OSG): A Framework for Learning and Planning using Offline Reinforcement Learning Skills Ben-ya Halevy Y. Aperstein Dotan Di Castro GP OffRL 47 1 0 23 Jun 2023
Explaining Reinforcement Learning with Shapley Values Daniel Beechey Thomas M. S. Smith Özgür Simsek TDI FAtt 54 18 0 09 Jun 2023
Explaining RL Decisions with Trajectories Shripad Deshmukh Arpan Dasgupta Balaji Krishnamurthy Nan Jiang Chirag Agarwal Georgios Theocharous J. Subramanian OffRL 50 5 0 06 May 2023
Explainable Deep Reinforcement Learning: State of the Art and Challenges G. Vouros XAI 105 84 0 24 Jan 2023
Behavior Estimation from Multi-Source Data for Offline Reinforcement Learning Guoxi Zhang H. Kashima OffRL 55 2 0 29 Nov 2022
Offline Reinforcement Learning via High-Fidelity Generative Behavior Modeling Huayu Chen Cheng Lu Chengyang Ying Hang Su Jun Zhu DiffM OffRL 176 122 0 29 Sep 2022
Planning with Diffusion for Flexible Behavior Synthesis Michael Janner Yilun Du J. Tenenbaum Sergey Levine DiffM 318 702 0 20 May 2022
Bayesian Nonparametrics for Offline Skill Discovery Valentin Villecroze H. Braviner Panteha Naderian Chris J. Maddison Gabriel Loaiza-Ganem BDL OffRL 62 8 0 09 Feb 2022
The Option Keyboard: Combining Skills in Reinforcement Learning André Barreto Diana Borsa Shaobo Hou Gheorghe Comanici Eser Aygun ... Daniel Toyama Jonathan J. Hunt Shibl Mourad David Silver Doina Precup 61 99 0 24 Jun 2021
Causal Influence Detection for Improving Efficiency in Reinforcement Learning Maximilian Seitzer Bernhard Schölkopf Georg Martius CML 91 78 0 07 Jun 2021
OPAL: Offline Primitive Discovery for Accelerating Offline Reinforcement Learning Anurag Ajay Aviral Kumar Pulkit Agrawal Sergey Levine Ofir Nachum OffRL OnRL 90 159 0 26 Oct 2020
Explainable Deep Reinforcement Learning for UAV Autonomous Navigation Lei He Nabil Aouf Bifeng Song 40 11 0 30 Sep 2020
Deep Structural Causal Models for Tractable Counterfactual Inference Nick Pawlowski Daniel Coelho De Castro Ben Glocker CML MedIm 108 243 0 11 Jun 2020
Local and Global Explanations of Agent Behavior: Integrating Strategy Summaries with Saliency Maps Tobias Huber Katharina Weitz Elisabeth André Ofra Amir FAtt 65 67 0 18 May 2020
D4RL: Datasets for Deep Data-Driven Reinforcement Learning Justin Fu Aviral Kumar Ofir Nachum George Tucker Sergey Levine GP OffRL 237 1,384 0 15 Apr 2020
Explain Your Move: Understanding Agent Actions Using Specific and Relevant Feature Attribution Nikaash Puri Sukriti Verma Piyush B. Gupta Dhruv Kayastha Shripad Deshmukh Balaji Krishnamurthy Sameer Singh FAtt AAML 50 79 0 23 Dec 2019
Dream to Control: Learning Behaviors by Latent Imagination Danijar Hafner Timothy Lillicrap Jimmy Ba Mohammad Norouzi VLM 135 1,374 0 03 Dec 2019
Explainable Reinforcement Learning Through a Causal Lens Prashan Madumal Tim Miller L. Sonenberg F. Vetere CML 106 361 0 27 May 2019
Near-Optimal Representation Learning for Hierarchical Reinforcement Learning Ofir Nachum S. Gu Honglak Lee Sergey Levine 73 211 0 02 Oct 2018
Transparency and Explanation in Deep Reinforcement Learning Neural Networks R. Iyer Yuezhang Li Huao Li M. Lewis R. Sundar Katia Sycara 47 175 0 17 Sep 2018
Variational Option Discovery Algorithms Joshua Achiam Harrison Edwards Dario Amodei Pieter Abbeel DRL 72 180 0 26 Jul 2018
Programmatically Interpretable Reinforcement Learning Abhinav Verma V. Murali Rishabh Singh Pushmeet Kohli Swarat Chaudhuri 130 355 0 06 Apr 2018
Diversity is All You Need: Learning Skills without a Reward Function Benjamin Eysenbach Abhishek Gupta Julian Ibarz Sergey Levine 113 1,089 0 16 Feb 2018
Neural Discrete Representation Learning Aaron van den Oord Oriol Vinyals Koray Kavukcuoglu BDL SSL OCL 233 5,079 0 02 Nov 2017
Visualizing and Understanding Atari Agents S. Greydanus Anurag Koul Jonathan Dodge Alan Fern FAtt 114 348 0 31 Oct 2017
When Waiting is not an Option : Learning Options with a Deliberation Cost J. Harb Pierre-Luc Bacon Martin Klissarov Doina Precup 55 149 0 14 Sep 2017
A Brief Survey of Deep Reinforcement Learning Kai Arulkumaran M. Deisenroth Miles Brundage Anil Anthony Bharath OffRL 133 2,830 0 19 Aug 2017
Proximal Policy Optimization Algorithms John Schulman Filip Wolski Prafulla Dhariwal Alec Radford Oleg Klimov OffRL 547 19,296 0 20 Jul 2017
A Unified Approach to Interpreting Model Predictions Scott M. Lundberg Su-In Lee FAtt 1.1K 22,090 0 22 May 2017
The Option-Critic Architecture Pierre-Luc Bacon J. Harb Doina Precup OffRL 71 1,089 0 16 Sep 2016
"Why Should I Trust You?": Explaining the Predictions of Any Classifier Marco Tulio Ribeiro Sameer Singh Carlos Guestrin FAtt FaML 1.2K 17,071 0 16 Feb 2016
Graying the black box: Understanding DQNs Tom Zahavy Nir Ben-Zrihem Shie Mannor 84 263 0 08 Feb 2016