DeltaWorld: Physically Consistent Interactive World Simulators via Action-Conditioned Latent Increment Learning

Interactive world simulators can provide scalable environments for robot planning, policy training, and evaluation by predicting action consequences while reducing reliance on repeated physical rollouts. To serve these applications, they must generate future image sequences that respond faithfully t