SolarRenderer: Few-Step Generative Reference Rendering

SolarRenderer, a structure-conditioned video renderer that adapts a frozen MiniMax-H3 33B backbone with two lightweight LoRAs, renders in four steps, 12.3 times faster than 50-step sampling, while preserving learned control.