Interestingness Elements for Explainable Reinforcement Learning: Understanding Agents' Capabilities and Limitations

19 December 2019

Papers citing "Interestingness Elements for Explainable Reinforcement Learning: Understanding Agents' Capabilities and Limitations"

14 / 14 papers shown

Title
ASQ-IT: Interactive Explanations for Reinforcement-Learning Agents Yotam Amitai Guy Avni Ofra Amir 69 3 0 24 Jan 2023
Explainability in Deep Reinforcement Learning Alexandre Heuillet Fabien Couthouis Natalia Díaz Rodríguez XAI 137 281 0 15 Aug 2020
Exploring Computational User Models for Agent Policy Summarization Isaac Lage Daphna Lifschitz Finale Doshi-Velez Ofra Amir LLMAG 51 76 0 30 May 2019
Explainable Reinforcement Learning Through a Causal Lens Prashan Madumal Tim Miller L. Sonenberg F. Vetere CML 87 359 0 27 May 2019
Learning Finite State Representations of Recurrent Policy Networks Anurag Koul S. Greydanus Alan Fern 41 88 0 29 Nov 2018
Learning Latent Dynamics for Planning from Pixels Danijar Hafner Timothy Lillicrap Ian S. Fischer Ruben Villegas David R Ha Honglak Lee James Davidson BDL 84 1,430 0 12 Nov 2018
Establishing Appropriate Trust via Critical States Sandy H. Huang Kush S. Bhatia Pieter Abbeel Anca Dragan OffRL 57 110 0 18 Oct 2018
Contrastive Explanations for Reinforcement Learning in terms of Expected Consequences J. V. D. Waa J. Diggelen K. Bosch Mark Antonius Neerincx OffRL 51 108 0 23 Jul 2018
GANomaly: Semi-Supervised Anomaly Detection via Adversarial Training S. Akçay Amir Atapour-Abarghouei T. Breckon GAN 73 1,387 0 17 May 2018
World Models David R Ha Jürgen Schmidhuber SyDa 113 1,079 0 27 Mar 2018
Visualizing and Understanding Atari Agents S. Greydanus Anurag Koul Jonathan Dodge Alan Fern FAtt 100 346 0 31 Oct 2017
Explanation in Artificial Intelligence: Insights from the Social Sciences Tim Miller XAI 236 4,249 0 22 Jun 2017
Enabling Robots to Communicate their Objectives Sandy H. Huang David Held Pieter Abbeel Anca Dragan 48 161 0 11 Feb 2017
Graying the black box: Understanding DQNs Tom Zahavy Nir Ben-Zrihem Shie Mannor 79 263 0 08 Feb 2016