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Wolfgang Stammer

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#artificial intelligence Preprint Oct 2026

AnyBottle: A Recipe to Only Keep the Concepts You Really Need

Concept bottleneck models (CBMs) make predictions inspectable and intervenable by routing them through human-interpretable concepts, but originally required concept annotations. Annotation-free variants remove this requirement, but typically use large concept vocabularies, static at both training and inference, produci...

Wolfgang Stammer, Sukrut Rao, Hevra Petekkaya et al. · 0 citations

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