Beyond Spatial Compression: Interface-Centric Generative States for Open-World 3D Structure

Xiang Chen, Alexander Binder

Current 3D tokenizers largely treat representation as spatial compression: compact codes reconstruct surface geometry, but leave component ownership and attachment validity implici…