no code implementations • 2 Feb 2024 • Alice Bizeul, Bernhard Schölkopf, Carl Allen
Self-supervised learning (SSL) learns representations by leveraging an auxiliary unsupervised task, such as classifying semantically related samples, e. g. different data augmentations or modalities.
1 code implementation • 16 Mar 2023 • Imant Daunhawer, Alice Bizeul, Emanuele Palumbo, Alexander Marx, Julia E. Vogt
Our work generalizes previous identifiability results by redefining the generative process in terms of distinct mechanisms with modality-specific latent variables.