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Khouloud Saadi

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#machine learning Preprint Oct 2026

One Teacher, Many Views: Reducing Reference Sensitivity in On-Policy Self-Distillation

On-policy self-distillation (OPSD) improves reasoning by training a model on its own trajectories with dense token-level supervision from a privileged copy conditioned on a reference solution. Existing methods typically use a single teacher distribution conditioned on the complete reference. We identify a limitation of...

Khouloud Saadi, Di Wang · 0 citations

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