The Trade-off Between Covariate Dependence and Latent Structure in Representation Learning

Małgorzata Łazęcka, Ewa Szczurek

Disentangled representation learning seeks latent representations whose indicidual dimensions each align with a distinct covariate. Unsupervised approaches typically target latent…