Author

Yichi Zhang

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#machine learning Preprint Sep 2026

Beyond Teacher Assignment: Domain-Normalized Multi-Teacher On-Policy Distillation

Domain-Normalized MOPD is proposed, which keeps the routing and rescales each domain's feedback by its measured spread, and improves the average score over MOPD at every size, across three random seeds and under two answer-length limits, and recovers most of the lost mathematics gain.

Xin Li, Hao-Zhe Jiang, Xin-Ming Gao et al. · 0 citations

Review Aug 2026

Context Is Not Authority: Structured Runtime Governance for Financial Market Agents

SAGE-Fin is presented, a finance-specific authority-handoff contract that makes the proposed effect, not merely its text, the object of runtime control, and its results establish executable conformance, not independent safety accuracy.

Rui Tang, Qiang Liu, Yi-Chi Zhang et al. · 1 citation