Yi-Chen Ding

OneWorld: Learning Consistent Physics Across Actions in World Models

OneWorld, a shared-mechanism counterfactual generation framework that jointly models multiple action-conditioned futures under a common latent physical mechanism, is proposed and experiments show that OneWorld improves cross-intervention physical consistency while maintaining competitive single-rollout prediction quali...