Author

Yiping Li

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#machine learning Preprint Oct 2026

Demystifying On-Policy Distillation: Where Does the Teacher's Advantage Live?

On-policy distillation (OPD) is increasingly studied as a cheaper alternative to reinforcement learning, yet it remains a form of knowledge distillation (KD) that relies on teacher supervision. We revisit OPD from the KD perspective by asking where the teacher's advantage lies along student-generated trajectories. Cont...

Yi-Ping Li, Fan Zhao, Zhi-Bo Hou et al. · 0 citations

Review 2026

From Zero-Shot to Bedside: A Practical Playbook for Adapting Open-Source Large Language Models to Clinical Symptom Extraction

A playbook for fine-tuning LLMs on de-identified clinical notes from patients with pancreatic cancer, spanning both pre-diagnosis and on-treatment settings is presented, and the use of machine-generated annotations to augment limited expert labels is examined, showing that balanced mixtures of synthetic and human data...

Li-Ching Chen, T. Zack, Divneet Mandair et al. · Proceedings of machine learn... · 0 citations