Sparsity regularization via tree-structured environments for disentangled representations

Elliot Layne, Jason Hartford, Sébastien Lachapelle +2

Many causal systems such as biological processes in cells can only be observed indirectly via measurements, such as gene expression. Causal representation learning -- the task of c…