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Evidential Rule Learning for Interpretable Classification with Abstention

arXiv cs.LG · 2d ago Cached

Introduces Fast Evidential Rule Learning (FERL), a method for interpretable classification that produces evidential outputs and can abstain when uncertain, with theoretical stability guarantees and strong empirical results across tabular and concept-bottleneck benchmarks.

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