arXiv 2610.20572 · cs.LG · 2026-10-14
Recovering Reliable Supervision via Critique-Guided On-Policy Distillation
Kaixiang Zhao, Tianrun Yu, Shangzhe Li, Yuxiao Yang, Amanda Hughes, Weitong Zhang, Taylor W. Killian
Affiliation unverified
In latest · #220 Added on 2026-10-21
One-line takeaway
CriticOPD has the teacher critique wrong student rollouts before rewriting, restoring reliable supervision in on-policy distillation.
CriticOPD 在在线蒸馏中先让教师点评学生的错误再改写，解决教师跟着学生错下去的问题。
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Topics & disciplines
More on Efficient training & inference
- The Teacher Is a Direction, Not a Destination: Extrapolating RL-Induced Representation Residuals in On-Policy Distillation ▲511
- Scaling Properties of Same-Family On-Policy Distillation ▲327
- Beyond Domain-Routed Supervision: Cross-Teacher Guarding for Multi-Teacher On-Policy Distillation ▲251
- On-Policy or Off-Policy Learning? A Systematic Study of Distillation Dynamics ▲205
- Beyond Teacher Assignment: Domain-Normalized Multi-Teacher On-Policy Distillation ▲181
About this data
Metadata from the arXiv API (verified); upvotes from Hugging Face Daily Papers; citations from Semantic Scholar. Last refreshed 2026-10-22.
The takeaway is written by AIMap from the abstract; the abstract itself is not reproduced — read the original.