A fixed, label-conditioned soft router with fractional leakage beats learned routers on cleanly separated categories and ties on fuzzy ones, indicating data alignment is the binding condition.
Mini-ablation decomposition (mechanism necessity, β-plateau, SE-monotonic).Phases 5a/5b/5c jointly decompose the contribution of each axis on the balanced BREEDS partition
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SpecDrop: Parameter-Free Category-Conditioned Routing for Modular Specialization
A fixed, label-conditioned soft router with fractional leakage beats learned routers on cleanly separated categories and ties on fuzzy ones, indicating data alignment is the binding condition.