DSReg: Provably Recovering Individual World Latents without Reconstruction.

arXiv:2610.09457v1 Announce Type: cross Abstract: Methods that recover individual latent variables of the world, from nonlinear ICA to dictionary learning and causal representation learning, anchor the latents to observations through reconstruction, auxiliary