OCCAM discovers open-set visual concepts, estimates causal contributions via object-level interventions on black-box vision models, and induces a global concept ontology from aggregated dataset evidence.
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KindSleep estimates AHI from oximetry signals with R²=0.917 by first learning interpretable clinical concepts then fusing them with multimodal data, outperforming prior methods on 9,815 patients.
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OCCAM: Open-set Causal Concept explAnation and Ontology induction for black-box vision Models
OCCAM discovers open-set visual concepts, estimates causal contributions via object-level interventions on black-box vision models, and induces a global concept ontology from aggregated dataset evidence.
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KindSleep: Knowledge-Informed Diagnosis of Obstructive Sleep Apnea from Oximetry
KindSleep estimates AHI from oximetry signals with R²=0.917 by first learning interpretable clinical concepts then fusing them with multimodal data, outperforming prior methods on 9,815 patients.