Author

Bin Liang

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#artificial intelligence Sep 2026

ROSS: Relearning from Self-Generated Rollouts through Selective Supervision

This work introduces ROSS (Relearning from Self-Generated Rollouts through Selective Supervision), which preserves the full historical trajectory as context while applying loss only to selected model-generated continuations.

Zhi-Wei Zhang, Hua-Yu Deng, Fei Zhao et al. · arXiv.org · 0 citations

#artificial intelligence Preprint Sep 2026

Verify Before You Distill: Prompt-Level Teacher Gating for On-Policy Distillation

Teacher-Gated On-Policy Distillation is introduced, built on the principle that teacher reliability should be verified at the prompt level before dense supervision is admitted, and outperforms Vanilla OPD in all six single-domain settings and achieves higher seven-benchmark averages at both scales under multi-domain tr...

Zhi-Wei Zhang, Zechen Sun, Fei Zhao et al. · 6 citations