Ewa Szczurek

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

Disentangled representation learning seeks latent representations whose indicidual dimensions each align with a distinct covariate. Unsupervised approaches typically target latent dimension independence, yet this gives no guarantee that the resulting dimensions align with semantically meaningful covariates. Supervised...