Author

Raheel Qader

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Review Aug 2026

One Symptom, Three Levers: A Critical Review of On-Policy Self-Distillation

This review treats collapse as a symptom governed by three levers: where the signal is applied, that is, how tokens are weighted; what the teacher is shown, that is, the nature of the privileged information; and when the signal changes, that is, the teacher's dynamics and the decay of guidance.

J. Robert, Raheel Qader · 0 citations