When Do Learned Blocks Preserve Causal Meaning? Block Identifiability and Constructive Causal Abstractions.

arXiv:2610.18155v2 Announce Type: replace-cross Abstract: Standard identifiability theory assumes one-dimensional latent factors, but learned representations can encode latent information across multidimensional blocks whose internal coordinates are not unique