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Nicolas Bousquet

2 accepted papers

2026

Benchmarking XAI Explanations with Human-Aligned Evaluations

AAAI 2026technical

We introduce PASTA (Perceptual Assessment System for explanaTion of Artificial Intelligence), a novel human-centric framework for evaluating eXplainable AI (XAI) techniques in computer vision. Our first contribution is the creation of the PASTA-dataset, the first large-scale benchmark that spans a d

Cited by 0SourcePDFScholar
2026

Exact Functional ANOVA Decomposition for Categorical Inputs

ICML 2026oral

Functional ANOVA offers a principled framework for interpretability by decomposing a model’s prediction into main effects and higher-order interactions. For independent features, this decomposition is well-defined, strongly linked with SHAP values, and serves as a cornerstone of additive explainabil…

Cited by 0SourceScholar