الباحثون

Song Bian

المنشورات 2

نسخة أولية وصول مفتوح

When Do We Need On-Policy Distillation? Distilling on Offline Student Rollouts Is Often Better

Siyan Zhao, Yonggan Fu, Jindong Jiang وآخرون · 2026

On-policy distillation (OPD) has become increasingly popular for transferring teacher capabilities to student models. In this work, we ask a critical research question: Is on-policy sampling always beneficial for distilling arbitrary teacher-student pairs? We show that a simple alternative, Semi-OPD, which distills fro …

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Humanize: Judgement Engineering for Agentic Coding

Sihao Liu, Ligeng Zhu, Zijian Zhang وآخرون · 2026

Agentic coding makes code generation cheap, but reliable completion remains difficult: the agent that writes the code is a weak judge of whether it is done. We present Humanize, a multi-agent orchestration workflow for agentic coding built around judgement engineering: explicit, mechanically enforced decisions at the b …

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