The Field Knows: Cross-Dimensional Geometry from Navigation to Black Holes

Chenghao Xu

We introduce a continuous metric field framework trained by a single causal contrastive loss. The framework encodes a scene into coefficients of a fixed symmetric matrix basis, ass…