Search Results for author: Arne Gevaert

Found 3 papers, 1 papers with code

Distilling Deep RL Models Into Interpretable Neuro-Fuzzy Systems

no code implementations7 Sep 2022 Arne Gevaert, Jonathan Peck, Yvan Saeys

In this work, we present an algorithm to distill the policy from a deep Q-network into a compact neuro-fuzzy controller.

OpenAI Gym reinforcement-learning +1

PDD-SHAP: Fast Approximations for Shapley Values using Functional Decomposition

no code implementations26 Aug 2022 Arne Gevaert, Yvan Saeys

Because of their strong theoretical properties, Shapley values have become very popular as a way to explain predictions made by black box models.

Evaluating Feature Attribution Methods in the Image Domain

1 code implementation22 Feb 2022 Arne Gevaert, Axel-Jan Rousseau, Thijs Becker, Dirk Valkenborg, Tijl De Bie, Yvan Saeys

Feature attribution maps are a popular approach to highlight the most important pixels in an image for a given prediction of a model.

Benchmarking

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