TripleTree: A Versatile Interpretable Representation of Black Box Agents
and their Environments

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TripleTree: A Versatile Interpretable Representation of Black Box Agents and their Environments

10 September 2020

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Papers citing "TripleTree: A Versatile Interpretable Representation of Black Box Agents and their Environments"

12 / 12 papers shown

Title
On Generating Explanations for Reinforcement Learning Policies: An Empirical Study Mikihisa Yuasa Huy T. Tran R. Sreenivas FAtt LRM 120 1 0 29 Sep 2023
Modelling Agent Policies with Interpretable Imitation Learning Tom Bewley J. Lawry Arthur G. Richards 42 8 0 19 Jun 2020
NBDT: Neural-Backed Decision Trees Alvin Wan Lisa Dunlap Daniel Ho Jihan Yin Scott Lee Henry Jin Suzanne Petryk Sarah Adel Bargal Joseph E. Gonzalez 58 104 0 01 Apr 2020
FACE: Feasible and Actionable Counterfactual Explanations Rafael Poyiadzi Kacper Sokol Raúl Santos-Rodríguez T. D. Bie Peter A. Flach 71 369 0 20 Sep 2019
Conservative Q-Improvement: Reinforcement Learning for an Interpretable Decision-Tree Policy Aaron M. Roth Nicholay Topin Pooyan Jamshidi Manuela Veloso OffRL 59 48 0 02 Jul 2019
Learning Finite State Representations of Recurrent Policy Networks Anurag Koul S. Greydanus Alan Fern 43 88 0 29 Nov 2018
Toward Interpretable Deep Reinforcement Learning with Linear Model U-Trees Guiliang Liu Oliver Schulte Wang Zhu Qingcan Li AI4CE 42 135 0 16 Jul 2018
Verifiable Reinforcement Learning via Policy Extraction Osbert Bastani Yewen Pu Armando Solar-Lezama OffRL 129 337 0 22 May 2018
Counterfactual Explanations without Opening the Black Box: Automated Decisions and the GDPR Sandra Wachter Brent Mittelstadt Chris Russell MLAU 112 2,354 0 01 Nov 2017
Explainable Artificial Intelligence: Understanding, Visualizing and Interpreting Deep Learning Models Wojciech Samek Thomas Wiegand K. Müller XAI VLM 75 1,190 0 28 Aug 2017
OpenAI Gym Greg Brockman Vicki Cheung Ludwig Pettersson Jonas Schneider John Schulman Jie Tang Wojciech Zaremba OffRL ODL 223 5,077 0 05 Jun 2016
A Notation for Markov Decision Processes Philip S. Thomas Billy Okal 139 17 0 30 Dec 2015