Explainable Reinforcement Learning for Formula One Race Strategy

Explainable Reinforcement Learning for Formula One Race Strategy

7 January 2025

Steffen Winkler

Joseph McMillan

Francesco Belardinelli

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Papers citing "Explainable Reinforcement Learning for Formula One Race Strategy"

13 / 13 papers shown

Title
Predictability and Comprehensibility in Post-Hoc XAI Methods: A User-Centered Analysis Anahid N. Jalali Bernhard Haslhofer Simone Kriglstein Andreas Rauber FAtt 104 5 0 21 Sep 2023
Mastering Nordschleife -- A comprehensive race simulation for AI strategy decision-making in motorsports Max Boettinger David Klotz 36 1 0 28 Jun 2023
Counterfactual Explanations for Oblique Decision Trees: Exact, Efficient Algorithms Miguel Á. Carreira-Perpiñán Suryabhan Singh Hada CML AAML 52 35 0 01 Mar 2021
TimeSHAP: Explaining Recurrent Models through Sequence Perturbations João Bento Pedro Saleiro André F. Cruz Mário A. T. Figueiredo P. Bizarro FAtt AI4TS 85 98 0 30 Nov 2020
Multi-Objective Counterfactual Explanations Susanne Dandl Christoph Molnar Martin Binder B. Bischl 75 260 0 23 Apr 2020
Dota 2 with Large Scale Deep Reinforcement Learning OpenAI OpenAI : Christopher Berner Greg Brockman Brooke Chan ... Szymon Sidor Ilya Sutskever Jie Tang Filip Wolski Susan Zhang GNN VLM CLL AI4CE LRM 181 1,840 0 13 Dec 2019
Verifiable Reinforcement Learning via Policy Extraction Osbert Bastani Yewen Pu Armando Solar-Lezama OffRL 151 340 0 22 May 2018
Visualizing and Understanding Atari Agents S. Greydanus Anurag Koul Jonathan Dodge Alan Fern FAtt 135 348 0 31 Oct 2017
Hybrid Reward Architecture for Reinforcement Learning H. V. Seijen Mehdi Fatemi Joshua Romoff Romain Laroche Tavian Barnes Jeffrey Tsang 100 253 0 13 Jun 2017
A Unified Approach to Interpreting Model Predictions Scott M. Lundberg Su-In Lee FAtt 1.3K 22,358 0 22 May 2017
Deep Recurrent Q-Learning for Partially Observable MDPs Matthew J. Hausknecht Peter Stone 140 1,686 0 23 Jul 2015
Playing Atari with Deep Reinforcement Learning Volodymyr Mnih Koray Kavukcuoglu David Silver Alex Graves Ioannis Antonoglou Daan Wierstra Martin Riedmiller 148 12,302 0 19 Dec 2013
A Reduction of Imitation Learning and Structured Prediction to No-Regret Online Learning Stéphane Ross Geoffrey J. Gordon J. Andrew Bagnell OffRL 330 3,240 0 02 Nov 2010