Liyunong Yang

Long-Horizon Consistent and Interaction-Aware World Models for Multi-Style End-to-End Driving

A temporal consistency regularization that integrates historical latent states through gated cross-attention, stabilizing long-horizon imagined rollouts and mitigating error accumulation is introduced and an explicit state disentanglement module is designed that separates ego-relevant from ego-irrelevant interactive st...