World Modeling

Toward Compositional Generalization in Object‑Oriented World Modeling

We formally study compositional generalization in object-oriented world modeling and propose a practical approach to achieve it.

Learning Symmetric Representations for Equivariant World Models

We learn latent representations enforced with known transformation laws (group action), and apply this idea on equivariant latent world modeling.