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Does Dataset Complexity Matters for Model Explainers?
v1v2 (latest)

Does Dataset Complexity Matters for Model Explainers?

6 July 2021
J. Ribeiro
R. Silva
Lucas F. F. Cardoso
Ronnie Cley de Oliveira Alves
    XAIELM
ArXiv (abs)PDFHTML

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

5 / 5 papers shown
Title
How Reliable and Stable are Explanations of XAI Methods?
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
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
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
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
"Why Should I Trust You?": Explaining the Predictions of Any Classifier
Marco Tulio Ribeiro
Sameer Singh
Carlos Guestrin
FAttFaML
1.3K
17,197
0
16 Feb 2016
1