Explainable Deep Reinforcement Learning: State of the Art and Challenges

24 January 2023

Papers citing "Explainable Deep Reinforcement Learning: State of the Art and Challenges"

24 / 24 papers shown

Title
Compositional Concept-Based Neuron-Level Interpretability for Deep Reinforcement Learning Zeyu Jiang Hai Huang Xingquan Zuo OffRL 52 0 0 02 Feb 2025
Co-Activation Graph Analysis of Safety-Verified and Explainable Deep Reinforcement Learning Policies Dennis Gross Helge Spieker LLMSV 26 0 0 06 Jan 2025
Interpretable end-to-end Neurosymbolic Reinforcement Learning agents Nils Grandien Quentin Delfosse Kristian Kersting OffRL 27 2 0 18 Oct 2024
Explainable Artificial Intelligence: A Survey of Needs, Techniques, Applications, and Future Direction Melkamu Mersha Khang Lam Joseph Wood Ali AlShami Jugal Kalita XAI AI4TS 62 28 0 30 Aug 2024
Explainable Post hoc Portfolio Management Financial Policy of a Deep Reinforcement Learning agent Alejandra de la Rica Escudero E.C. Garrido-Merchán Maria Coronado Vaca AIFin 19 2 0 19 Jul 2024
Unifying Interpretability and Explainability for Alzheimer's Disease Progression Prediction Raja Farrukh Ali Stephanie Milani John Woods Emmanuel Adenij Ayesha Farooq Clayton Mansel Jeffrey Burns William Hsu 24 0 0 11 Jun 2024
ADESSE: Advice Explanations in Complex Repeated Decision-Making Environments Sören Schleibaum Lu Feng Sarit Kraus Jörg P. Müller 33 2 0 31 May 2024
Probabilistic Model Checking of Stochastic Reinforcement Learning Policies Dennis Gross Helge Spieker OffRL 14 2 0 27 Mar 2024
Safety Implications of Explainable Artificial Intelligence in End-to-End Autonomous Driving Shahin Atakishiyev Mohammad Salameh Randy Goebel 64 6 0 18 Mar 2024
XRL-Bench: A Benchmark for Evaluating and Comparing Explainable Reinforcement Learning Techniques Yu Xiong Zhipeng Hu Ye Huang Runze Wu Kai Guan ... Tianze Zhou Yujing Hu Haoyu Liu Tangjie Lyu Changjie Fan OffRL 46 1 0 20 Feb 2024
Interpretable Concept Bottlenecks to Align Reinforcement Learning Agents Quentin Delfosse Sebastian Sztwiertnia M. Rothermel Wolfgang Stammer Kristian Kersting 41 18 0 11 Jan 2024
Vision-based Learning for Drones: A Survey Jiaping Xiao Rangya Zhang Yuhang Zhang Mir Feroskhan 21 3 0 08 Dec 2023
Accountability in Offline Reinforcement Learning: Explaining Decisions with a Corpus of Examples Hao Sun Alihan Huyuk Daniel Jarrett M. Schaar OffRL 34 6 0 11 Oct 2023
Formally Explaining Neural Networks within Reactive Systems Shahaf Bassan Guy Amir Davide Corsi Idan Refaeli Guy Katz AAML 17 15 0 31 Jul 2023
Multi-Agent Reinforcement Learning: Methods, Applications, Visionary Prospects, and Challenges Ziyuan Zhou Guanjun Liu Ying-Si Tang 28 14 0 17 May 2023
How to Control Hydrodynamic Force on Fluidic Pinball via Deep Reinforcement Learning Haodong Feng Yue Wang Hui Xiang Zhiyang Jin Dixia Fan AI4CE 8 8 0 23 Apr 2023
Understanding User Preferences in Explainable Artificial Intelligence: A Survey and a Mapping Function Proposal M. Hashemi Ali Darejeh Francisco Cruz 22 3 0 07 Feb 2023
XDQN: Inherently Interpretable DQN through Mimicking A. Kontogiannis G. Vouros 11 0 0 08 Jan 2023
Enhancing team performance with transfer-learning during real-world human-robot collaboration Athanasios C. Tsitos M. Dagioglou 11 0 0 23 Nov 2022
A Survey on Explainable Reinforcement Learning: Concepts, Algorithms, Challenges Yunpeng Qing Shunyu Liu Jie Song Huiqiong Wang Mingli Song XAI 25 1 0 12 Nov 2022
Redefining Counterfactual Explanations for Reinforcement Learning: Overview, Challenges and Opportunities Jasmina Gajcin Ivana Dusparic CML OffRL 17 8 0 21 Oct 2022
Explainability in Deep Reinforcement Learning, a Review into Current Methods and Applications Tom Hickling Abdelhafid Zenati Nabil Aouf P. Spencer XAI AI4TS 24 22 0 05 Jul 2022
Explainable Reinforcement Learning for Broad-XAI: A Conceptual Framework and Survey Richard Dazeley Peter Vamplew Francisco Cruz 11 59 0 20 Aug 2021
Interpretable Off-Policy Evaluation in Reinforcement Learning by Highlighting Influential Transitions Omer Gottesman Joseph D. Futoma Yao Liu Soanli Parbhoo L. A. Celi Emma Brunskill Finale Doshi-Velez OffRL 134 54 0 10 Feb 2020