Hao-Ran Liang

Structured Latent Dynamics for Long-Horizon Embodied World Models

Reliable long-horizon prediction remains a central challenge for embodied world models. Although recent generative models can synthesize visually plausible action-conditioned futures, their latent dynamics are typically learned through unconstrained transition modules, which may gradually deviate from coherent physical...