Author

Zuowei Zhang

2 papers indexed here

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Preprint Aug 2026

Look Ahead Before You Distill: Future Trajectory Validation of Teacher Guidance for Agentic On-Policy Distillation

This work proposes FutureBridge-OPD (FTB), which executes a short teacher bridge at a high disagreement state and uses the resulting student continuation to assess whether the bridge increases the density of positive distillation signals relative to the teacher.

Chishui Chen, Yao Fan, Te Sun et al. · 7 citations · ⚡3

#machine learning Preprint Sep 2026

ALIGN-HOLD: Experience Alignment for Real-Time Hold Control in Large-Scale Ride-Hailing Matching at DiDi

ALIGN-HOLD is presented, a production-scale experience alignment framework that learns hold policy from implicit marketplace preferences and achieves statistically significant improvements in trip completion rate and driver income, while significantly reducing passenger cancellations before and after driver acceptance.

Zuowei Zhang, Xu Liu, Kai Wan et al. · 0 citations