Search Results for author: Youri Coppens

Found 2 papers, 1 papers with code

Synthesising Reinforcement Learning Policies through Set-Valued Inductive Rule Learning

1 code implementation • 10 Jun 2021 • Youri Coppens, Denis Steckelmacher, Catholijn M. Jonker, Ann Nowé

Then, to ensure that the rules explain a valid, non-degenerate policy, we introduce a refinement algorithm that fine-tunes the rules to obtain good performance when executed in the environment.

reinforcement-learning Reinforcement Learning (RL) +1

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Explainable Reinforcement Learning Through Goal-Based Explanations

no code implementations • 1 Jan 2021 • Gregory Bonaert, Youri Coppens, Denis Steckelmacher, Ann Nowe

Our key contribution to improve explainability is introducing goal-based explanations, a new explanation mechanism where the agent produces goals and attempts to reach those goals one-by-one while maximizing the collected reward.

reinforcement-learning Reinforcement Learning (RL)

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