Author

Donghan Li

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#machine learning Preprint Sep 2026

The Teacher Is a Direction, Not a Destination: Extrapolating RL-Induced Representation Residuals in On-Policy Distillation

Across four base/RL-teacher pairs spanning different scales, architectures, and pre-training lineages, RIDE approaches or exceeds the RL-trained teacher on every pair and is the only method whose mean does so, and it consistently outperforms output-space extrapolation, which degrades the student whenever the teacher is...

Hao Li, Mei-Jia Chen, Wei-Jie Ren et al. · 0 citations

#artificial intelligence Preprint Aug 2026

FM-Bench: A Benchmark for Long-Horizon Management with Competing Agents

Language model agents now execute bounded tasks reliably. Whether they can sustain effective decision-making over long horizons, where actions have cumulative consequences and the environment responds to their choices, remains largely unmeasured. FM-Bench (Football Management Benchmark) measures this. An LLM agent runs...

Tianyou Wang, Chong-Yang Gao, Ke-Zhen Chen et al. · 1 citation