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Edge-weighted incoherence.In addition to the neighbourhood partition, we also compute an edge-weighted view in which the unit of analysis is the immediate parent–child edge

coherent: all remaining neighbourhoods Finally, AU-Neigh-Any= ∫ 1 0 𝑅any(𝑏)𝑑𝑏, similarly for the defect-specific neighbourhood-partition rates used throughout the paper

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Coherent Hierarchical Multi-Label Learning to Defer for Medical Imaging

cs.AI · 2026-05-04 · unverdicted · novelty 7.0

The work defines a Selective-Exclusion handoff contract for hierarchical L2D, proves nodewise Bayes rules can be incoherent, and supplies exact dynamic-programming projection and TBP+RPO that drive incoherence to near zero on medical benchmarks.

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  • Coherent Hierarchical Multi-Label Learning to Defer for Medical Imaging cs.AI · 2026-05-04 · unverdicted · none · ref 49

    The work defines a Selective-Exclusion handoff contract for hierarchical L2D, proves nodewise Bayes rules can be incoherent, and supplies exact dynamic-programming projection and TBP+RPO that drive incoherence to near zero on medical benchmarks.