Concept Learning for Interpretable Multi-Agent Reinforcement Learning

Concept Learning for Interpretable Multi-Agent Reinforcement Learning

23 February 2023

Renos Zabounidis

Joseph Campbell

Simon Stepputtis

Katia P. Sycara

Papers citing "Concept Learning for Interpretable Multi-Agent Reinforcement Learning"

14 / 14 papers shown

Title
Model-Agnostic Policy Explanations with Large Language Models Zhang Xi-Jia Yue (Sophie) Guo Shufei Chen Simon Stepputtis Matthew C. Gombolay Katia P. Sycara Joseph Campbell LM&Ro LRM 57 0 0 08 Apr 2025
SALSA-RL: Stability Analysis in the Latent Space of Actions for Reinforcement Learning Xuyang Li Romit Maulik 46 0 0 24 Feb 2025
Compositional Concept-Based Neuron-Level Interpretability for Deep Reinforcement Learning Zeyu Jiang Hai Huang Xingquan Zuo OffRL 57 0 0 02 Feb 2025
Robot Behavior Personalization from Sparse User Feedback Maithili Patel Sonia Chernova 36 2 0 25 Oct 2024
Interpretable Concept Bottlenecks to Align Reinforcement Learning Agents Quentin Delfosse Sebastian Sztwiertnia M. Rothermel Wolfgang Stammer Kristian Kersting 55 18 0 11 Jan 2024
Benchmarking and Enhancing Disentanglement in Concept-Residual Models Renos Zabounidis Ini Oguntola Konghao Zhao Joseph Campbell Simon Stepputtis Katia P. Sycara 33 1 0 30 Nov 2023
Understanding Your Agent: Leveraging Large Language Models for Behavior Explanation Xijia Zhang Yue (Sophie) Guo Simon Stepputtis Katia P. Sycara Joseph Campbell LLMAG LM&Ro 28 1 0 29 Nov 2023
Explaining Agent Behavior with Large Language Models Xijia Zhang Yue (Sophie) Guo Simon Stepputtis Katia P. Sycara Joseph Campbell LM&Ro LLMAG 38 6 0 19 Sep 2023
Theory of Mind as Intrinsic Motivation for Multi-Agent Reinforcement Learning Ini Oguntola Joseph Campbell Simon Stepputtis Katia P. Sycara 36 8 0 03 Jul 2023
Introspective Action Advising for Interpretable Transfer Learning Joseph Campbell Yue (Sophie) Guo Fiona Xie Simon Stepputtis Katia P. Sycara 33 1 0 21 Jun 2023
Sample-Efficient Learning of Novel Visual Concepts Sarthak Bhagat Simon Stepputtis Joseph Campbell Katia P. Sycara 51 8 0 15 Jun 2023
Multi-Agent Reinforcement Learning: Methods, Applications, Visionary Prospects, and Challenges Ziyuan Zhou Guanjun Liu Ying-Si Tang 33 14 0 17 May 2023
Language-Conditioned Imitation Learning for Robot Manipulation Tasks Simon Stepputtis Joseph Campbell Mariano Phielipp Stefan Lee Chitta Baral H. B. Amor LM&Ro 124 193 0 22 Oct 2020
Towards A Rigorous Science of Interpretable Machine Learning Finale Doshi-Velez Been Kim XAI FaML 257 3,684 0 28 Feb 2017