Zhongang Cai

A 260M-parameter looped diffusion model achieves performance surpassing a 6.5x larger non-looped counterpart with significantly less inference compute.

Unified models can master multi-turn visual self-correction through end-to-end trajectory RL, eliminating the need for external critic models or inference-time verifiers while yielding double-digit visual alignment gains.