A Good Self-Teacher Meets the Student Where They Are: Joint On-Policy Learning and Teaching.

arXiv:2610.10447v1 Announce Type: cross Abstract: Reinforcement Learning (RL) from outcome rewards suffers from sparse supervision, particularly on difficult, long-horizon tasks where successful trajectories are rare and costly to generate. On-Policy Distillat