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Preprint Sep 2026

CapField-OPD: Learning Continuous Capability Fields via Joint-Anchored Multi-Teacher On-Policy Distillation for Flow Models

CapField-OPD is introduced, an OPD framework that integrates multiple teachers into a continuous capability field through explicit capability coordinates and reliably invokes the desired capabilities under semantics-preserving prompt variations, and supports continuous capability control and coordinate-based test-time...

Peng-Yang Ling, Jia-Zi Bu, Yu-Jie Zhou et al. · 0 citations

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