Humaira Kousar

Overcoming Scaling Limits in On-Policy Self-Distillation for LLM Reasoning

On-policy self-distillation (OPSD) trains a student to match a privileged teacher distribution along its own sampled trajectory. Standard OPSD applies this supervision to unverified student rollouts while conditioning the teacher on privileged context, typically a reference solution. We separate these roles in a factor...