Search Results for author: James Hinns

Found 2 papers, 1 papers with code

Exposing Image Classifier Shortcuts with Counterfactual Frequency (CoF) Tables

no code implementations24 May 2024 James Hinns, David Martens

The rise of deep learning in image classification has brought unprecedented accuracy but also highlighted a key issue: the use of 'shortcuts' by models.

Tell Me a Story! Narrative-Driven XAI with Large Language Models

1 code implementation29 Sep 2023 David Martens, Camille Dams, James Hinns, Mark Vergouwen

Data scientists primarily see the value of SHAPstories in communicating explanations to a general audience, with 92% of data scientists indicating that it will contribute to the ease and confidence of nonspecialists in understanding AI predictions.

counterfactual Feature Importance +1

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