A Sparsity Principle for Partially Observable Causal Representation Learning

Danru Xu, Dingling Yao, Sébastien Lachapelle +4

Causal representation learning aims at identifying high-level causal variables from perceptual data. Most methods assume that all latent causal variables are captured in the high-d…