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

Randy Ardywibowo, Arnav Dalal, Jiantao Jiao

Reinforcement Learning (RL) from outcome rewards suffers from sparse supervision, particularly on difficult, long-horizon tasks where successful trajectories are rare and costly to…