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Author

Dong Fang

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#artificial intelligence Apr 2026

From Multi-Agent to Single-Agent: When Is Skill Distillation Beneficial?

This work introduces Behavior-Outcome Freedom (F), a pre-synthesis diagnostic of signed behavior-outcome rank mismatch, and formalizes its candidate-conditional role through Signed Anchor-Rank Transfer, which preserves validated capability resources, removes runtime orchestration, and conditionally inherits pipeline gu...

Binyan Xu, Dong Fang, Haitao Li et al. · 10 citations

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