SERA: Scale-Equalized Rollout Allocation for Maximum Likelihood Reinforcement Learning

Zihao Chen, Fanxiang Xiong, Hongran Ren +6

Maximum Likelihood Reinforcement Learning (MaxRL) targets prompt-wise log-success and has shown strong performance on reasoning tasks. Under finite rollout budgets, however, the es…