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

Karim Zaghw, Wieland Brendel, Patrik Reizinger

Standard identifiability theory assumes one-dimensional latent factors, but learned representations can encode latent information across multidimensional blocks whose internal coor…