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cs.LG2026
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…
cs.LG2025
Factor Analysis with Correlated Topic Model for Multi-Modal Data
Małgorzata Łazęcka, Ewa Szczurek
Integrating various data modalities brings valuable insights into underlying phenomena. Multimodal factor analysis (FA) uncovers shared axes of variation underlying different simpl…