Does Dataset Complexity Matters for Model Explainers?

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Does Dataset Complexity Matters for Model Explainers?

6 July 2021

Lucas F. F. Cardoso

Ronnie Cley de Oliveira Alves

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Papers citing "Does Dataset Complexity Matters for Model Explainers?"

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Title
How Reliable and Stable are Explanations of XAI Methods? José Ribeiro Lucas F. F. Cardoso Vitor Santos Eduardo Carvalho Nikolas Carneiro Ronnie Cley de Oliveira Alves XAI 117 1 0 03 Jul 2024
Black Box Model Explanations and the Human Interpretability Expectations -- An Analysis in the Context of Homicide Prediction José Ribeiro Nikolas Carneiro Ronnie Cley de Oliveira Alves 52 0 0 19 Oct 2022
Explanations Based on Item Response Theory (eXirt): A Model-Specific Method to Explain Tree-Ensemble Model in Trust Perspective José de Sousa Ribeiro Filho Lucas F. F. Cardoso R. Silva Vitor Cirilo Araujo Santos Nikolas Carneiro Ronnie Cley de Oliveira Alves 47 4 0 18 Oct 2022
Explanation-by-Example Based on Item Response Theory Lucas F. F. Cardoso Joseph Ribeiro Vitor Santos R. Silva M. Mota R. Prudêncio Ronnie Cley de Oliveira Alves 87 5 0 04 Oct 2022
"Why Should I Trust You?": Explaining the Predictions of Any Classifier Marco Tulio Ribeiro Sameer Singh Carlos Guestrin FAtt FaML 1.3K 17,197 0 16 Feb 2016