Author

Xin-Ming Gao

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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

#artificial intelligence Review Sep 2026

PAWS: Policy-driven Agentic World Simulation

PAWS provides an auditable substrate for evaluating agent influence, policy-response cascades, and action-outcome alignment in historically grounded financial simulations, and shows that high accuracy can mask failure to detect rare stakeholder actions.

Tiviatis Sim, Hui-Wo-On Jia, Xin-Ming Gao et al. · 0 citations