Visualizing and Understanding Atari Agents

31 October 2017

Jonathan Dodge

Papers citing "Visualizing and Understanding Atari Agents"

50 / 174 papers shown

Title
Revealing Covert Attention by Analyzing Human and Reinforcement Learning Agent Gameplay Henrik Krauss Takehisa Yairi OffRL 23 0 0 15 Apr 2025
Pay Attention to What and Where? Interpretable Feature Extractor in Vision-based Deep Reinforcement Learning Tien Pham Angelo Cangelosi 36 1 0 14 Apr 2025
AEGIS: Human Attention-based Explainable Guidance for Intelligent Vehicle Systems Zhuoli Zhuang Cheng-You Lu Yu-Cheng Chang Yu-Kai Wang T. Do Chin-Teng Lin 35 0 0 08 Apr 2025
"Trust me on this" Explaining Agent Behavior to a Human Terminator Uri Menkes Assaf Hallak Ofra Amir 28 0 0 06 Apr 2025
Exploring Explainable Multi-player MCTS-minimax Hybrids in Board Game Using Process Mining Yiyu Qian Tim Miller Zheng Qian Liyuan Zhao 44 0 0 30 Mar 2025
Towards Automated Semantic Interpretability in Reinforcement Learning via Vision-Language Models Zhaoxin Li Zhang Xi-Jia Batuhan Altundas Letian Chen Rohan R. Paleja Matthew C. Gombolay OffRL 46 0 0 20 Mar 2025
Behaviour Discovery and Attribution for Explainable Reinforcement Learning Rishav Rishav Somjit Nath Vincent Michalski Samira Ebrahimi Kahou FAtt OffRL 70 0 0 19 Mar 2025
Policy-to-Language: Train LLMs to Explain Decisions with Flow-Matching Generated Rewards Xinyi Yang Liang Zeng Heng Dong Chao Yu X. Wu H. Yang Yu Wang Milind Tambe Tonghan Wang 76 2 0 18 Feb 2025
Explainable Reinforcement Learning for Formula One Race Strategy Devin Thomas Junqi Jiang Avinash Kori Aaron Russo Steffen Winkler Stuart Sale Joseph McMillan Francesco Belardinelli Antonio Rago LRM 35 0 0 07 Jan 2025
Quantization-Aware Imitation-Learning for Resource-Efficient Robotic Control Seongmin Park Hyungmin Kim Wonseok Jeon Juyoung Yang Byeongwook Jeon Yoonseon Oh Jungwook Choi 93 1 0 02 Dec 2024
SkillTree: Explainable Skill-Based Deep Reinforcement Learning for Long-Horizon Control Tasks Yongyan Wen Siyuan Li Rongchang Zuo Lei Yuan Hangyu Mao P. Liu 69 0 0 19 Nov 2024
CE-MRS: Contrastive Explanations for Multi-Robot Systems Ethan Schneider Daniel Wu Devleena Das Sonia Chernova 18 0 0 10 Oct 2024
Explaining an Agent's Future Beliefs through Temporally Decomposing Future Reward Estimators Mark Towers Yali Du Christopher T. Freeman Timothy J. Norman 34 0 0 15 Aug 2024
Backward explanations via redefinition of predicates Léo Saulières Martin C. Cooper F. D. D. S. Cyr 19 0 0 05 Aug 2024
REVEAL-IT: REinforcement learning with Visibility of Evolving Agent poLicy for InTerpretability Shuang Ao Simon Khan Haris Aziz Flora D. Salim 37 0 0 20 Jun 2024
Revealing the Learning Process in Reinforcement Learning Agents Through Attention-Oriented Metrics Charlotte Beylier Simon M. Hofmann Nico Scherf 26 0 0 20 Jun 2024
Which Experiences Are Influential for RL Agents? Efficiently Estimating The Influence of Experiences Takuya Hiraoka Guanquan Wang Takashi Onishi Yoshimasa Tsuruoka 62 0 0 23 May 2024
Hindsight PRIORs for Reward Learning from Human Preferences Mudit Verma Katherine Metcalf 48 5 0 12 Apr 2024
Closed-loop Teaching via Demonstrations to Improve Policy Transparency Michael S. Lee Reid G. Simmons H. Admoni 27 0 0 01 Apr 2024
End-to-End Neuro-Symbolic Reinforcement Learning with Textual Explanations Lirui Luo Guoxi Zhang Hongming Xu Yaodong Yang Cong Fang Qing Li 37 11 0 19 Mar 2024
Safety Implications of Explainable Artificial Intelligence in End-to-End Autonomous Driving Shahin Atakishiyev Mohammad Salameh Randy Goebel 72 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 62 1 0 20 Feb 2024
ACTER: Diverse and Actionable Counterfactual Sequences for Explaining and Diagnosing RL Policies Jasmina Gajcin Ivana Dusparic CML OffRL 30 2 0 09 Feb 2024
Causal State Distillation for Explainable Reinforcement Learning Wenhao Lu Xufeng Zhao Thilo Fryen Jae Hee Lee Mengdi Li S. Magg Stefan Wermter CML 43 2 0 30 Dec 2023
Explaining Reinforcement Learning Agents Through Counterfactual Action Outcomes Yotam Amitai Yael Septon Ofra Amir CML 25 5 0 18 Dec 2023
Neural architecture impact on identifying temporally extended Reinforcement Learning tasks Victor Vadakechirayath George OffRL 13 0 0 04 Oct 2023
Quantifying Feature Importance of Games and Strategies via Shapley Values Satoru Fujii FAtt 12 0 0 21 Sep 2023
Advantage Actor-Critic with Reasoner: Explaining the Agent's Behavior from an Exploratory Perspective Muzhe Guo Feixu Yu Tian Lan Fang Jin OffRL LRM 13 0 0 09 Sep 2023
Leveraging Reward Consistency for Interpretable Feature Discovery in Reinforcement Learning Qisen Yang Huanqian Wang Mukun Tong Wenjie Shi Gao Huang Shiji Song 35 5 0 04 Sep 2023
Counterfactual Explanation Policies in RL Shripad Deshmukh R Srivatsan Supriti Vijay Jayakumar Subramanian Chirag Agarwal OffRL 37 0 0 25 Jul 2023
IxDRL: A Novel Explainable Deep Reinforcement Learning Toolkit based on Analyses of Interestingness Pedro Sequeira Melinda Gervasio 18 2 0 18 Jul 2023
Causal Reinforcement Learning: A Survey Zhi-Hong Deng Jing Jiang Guodong Long Chen Zhang CML LRM 50 13 0 04 Jul 2023
Action Q-Transformer: Visual Explanation in Deep Reinforcement Learning with Encoder-Decoder Model using Action Query Hidenori Itaya Tsubasa Hirakawa Takayoshi Yamashita H. Fujiyoshi K. Sugiura OffRL 39 0 0 24 Jun 2023
Autonomous Capability Assessment of Sequential Decision-Making Systems in Stochastic Settings (Extended Version) Pulkit Verma Rushang Karia Siddharth Srivastava 24 10 0 07 Jun 2023
LIBERO: Benchmarking Knowledge Transfer for Lifelong Robot Learning Bo Liu Yifeng Zhu Chongkai Gao Yihao Feng Qian Liu Yuke Zhu Peter Stone CLL 40 121 0 05 Jun 2023
Explaining RL Decisions with Trajectories Shripad Deshmukh Arpan Dasgupta Balaji Krishnamurthy Nan Jiang Chirag Agarwal Georgios Theocharous J. Subramanian OffRL 31 3 0 06 May 2023
$N$\text{A}^\text{2}$Q: Neural Attention Additive Model for Interpretable Multi-Agent Q-Learning$ N $\text{A}^\text{2}$ Q: Neural Attention Additive Model for Interpretable Multi-Agent Q-Learning Zichuan Liu Yuanyang Zhu Chunlin Chen 45 10 0 26 Apr 2023
A Closer Look at Reward Decomposition for High-Level Robotic Explanations Wenhao Lu Xufeng Zhao S. Magg M. Gromniak Mengdi Li S. Wermter 38 7 0 25 Apr 2023
Conveying Autonomous Robot Capabilities through Contrasting Behaviour Summaries Peter Du S. Murthy Katherine Driggs-Campbell 83 2 0 01 Apr 2023
Visual Analytics of Neuron Vulnerability to Adversarial Attacks on Convolutional Neural Networks Yiran Li Junpeng Wang Takanori Fujiwara Kwan-Liu Ma AAML 14 6 0 06 Mar 2023
CrystalBox: Future-Based Explanations for Input-Driven Deep RL Systems Sagar Patel Sangeetha Abdu Jyothi Nina Narodytska OffRL 13 0 0 27 Feb 2023
AutoDOViz: Human-Centered Automation for Decision Optimization D. Weidele S. Afzal Abel N. Valente Cole Makuch Owen Cornec ... Radu Marinescu Paulito Palmes Elizabeth M. Daly Loraine Franke D. Haehn OffRL 43 4 0 19 Feb 2023
Effective Multimodal Reinforcement Learning with Modality Alignment and Importance Enhancement Jinming Ma Feng Wu Yingfeng Chen Xianpeng Ji Yu-qiong Ding OffRL 33 4 0 18 Feb 2023
A State Augmentation based approach to Reinforcement Learning from Human Preferences Mudit Verma Subbarao Kambhampati 35 2 0 17 Feb 2023
Aligning Robot and Human Representations Andreea Bobu Andi Peng Pulkit Agrawal Julie A. Shah Anca D. Dragan 48 10 0 03 Feb 2023
Which Experiences Are Influential for Your Agent? Policy Iteration with Turn-over Dropout Takuya Hiraoka Takashi Onishi Yoshimasa Tsuruoka OffRL 29 0 0 26 Jan 2023
ASQ-IT: Interactive Explanations for Reinforcement-Learning Agents Yotam Amitai Guy Avni Ofra Amir 45 3 0 24 Jan 2023
Explainable Deep Reinforcement Learning: State of the Art and Challenges G. Vouros XAI 50 77 0 24 Jan 2023
Decisions that Explain Themselves: A User-Centric Deep Reinforcement Learning Explanation System Xiaoran Wu Zihan Yan Chongjie Zhang Tongshuang Wu 22 1 0 01 Dec 2022
Configurable Agent With Reward As Input: A Play-Style Continuum Generation Pierre Le Pelletier de Woillemont Rémi Labory Vincent Corruble 22 10 0 29 Nov 2022