Title
Explainable Deep Reinforcement Learning: State of the Art and Challenges G. Vouros XAI 71 79 0 24 Jan 2023
A Survey of Explainable Reinforcement Learning Stephanie Milani Nicholay Topin Manuela Veloso Fei Fang XAI LRM 55 53 0 17 Feb 2022
The Sensory Neuron as a Transformer: Permutation-Invariant Neural Networks for Reinforcement Learning Yujin Tang David R Ha 41 75 0 07 Sep 2021
ELLA: Exploration through Learned Language Abstraction Suvir Mirchandani Siddharth Karamcheti Dorsa Sadigh LLMAG 29 57 0 10 Mar 2021
Sim-to-Real Transfer in Deep Reinforcement Learning for Robotics: a Survey Wenshuai Zhao Jorge Peña Queralta Tomi Westerlund OffRL 109 724 0 24 Sep 2020
Explainable Artificial Intelligence: a Systematic Review Giulia Vilone Luca Longo XAI 42 268 0 29 May 2020
Social Attention for Autonomous Decision-Making in Dense Traffic Edouard Leurent Jean Pierre Mercat 21 83 0 27 Nov 2019
Explainable Reinforcement Learning Through a Causal Lens Prashan Madumal Tim Miller L. Sonenberg F. Vetere CML 62 357 0 27 May 2019
Transparency and Explanation in Deep Reinforcement Learning Neural Networks R. Iyer Yuezhang Li Huao Li M. Lewis R. Sundar Katia Sycara 37 174 0 17 Sep 2018
Verifiable Reinforcement Learning via Policy Extraction Osbert Bastani Yewen Pu Armando Solar-Lezama OffRL 109 331 0 22 May 2018
Hierarchical and Interpretable Skill Acquisition in Multi-task Reinforcement Learning Tianmin Shu Caiming Xiong R. Socher OffRL 73 140 0 20 Dec 2017
Interpretable Policies for Reinforcement Learning by Genetic Programming D. Hein Steffen Udluft Thomas Runkler OffRL 22 131 0 12 Dec 2017
Visualizing and Understanding Atari Agents S. Greydanus Anurag Koul Jonathan Dodge Alan Fern FAtt 86 345 0 31 Oct 2017
Proximal Policy Optimization Algorithms John Schulman Filip Wolski Prafulla Dhariwal Alec Radford Oleg Klimov OffRL 201 18,685 0 20 Jul 2017
Learning Important Features Through Propagating Activation Differences Avanti Shrikumar Peyton Greenside A. Kundaje FAtt 90 3,848 0 10 Apr 2017
Axiomatic Attribution for Deep Networks Mukund Sundararajan Ankur Taly Qiqi Yan OOD FAtt 85 5,920 0 04 Mar 2017
Delving Deep into Rectifiers: Surpassing Human-Level Performance on ImageNet Classification Kaiming He Xinming Zhang Shaoqing Ren Jian Sun VLM 148 18,534 0 06 Feb 2015