$\lambda$-Controlled GRPO: Turning Flow-Matching Ratio Instability into a Budgeted Resource

Yufeng Wang, Parivesh Priye, Meeshawn Marathe +1

Reinforcement learning is increasingly used to align image generators with reward signals, and Flow-GRPO recently extended this paradigm to flow-matching models by treating the den…