Preprint
Aug 2026
RL-Native Distillation: Exploiting Scored Trajectories for Few-Step Image Generation
This work proposes REST (Reward-Enhanced Scored-Trajectory Distillation), a single-stage RL-distillation co-training framework that attaches a decoupled student to an arbitrary RL teacher that enables few-step CFG-free inference that matches or surpasses its 40-step RL teacher, with an overall additional training cost below 25% over pure RL.
Yuhan Li, Fangao Zeng, Sicong Kang et al.
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