Author

Peng Liang

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#machine learning Preprint Sep 2026

Regional Explanations via Causal Sufficiency and Necessity

Causal Sufficient and Necessary Regional Explanations (SNRE), a framework that learns an input region and output region such that membership in A is both sufficient and necessary for the model output to fall in B, is proposed.

Xuexin Chen, Peng Liang, Zijian Li et al. · 0 citations