OSWAM: A World Action Model with One-Step Action Generation

OSWAM proposes a world action model with one-step action generation. By constructing imagination tokens to initialize the diffusion process and providing physical priors and action-conditioned representations, it compresses the tens of denoising steps required by direct-policy world action models into a single step.