Search Results for author: Alice Bizeul

Found 2 papers, 1 papers with code

A Probabilistic Model to explain Self-Supervised Representation Learning

no code implementations2 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.

Representation Learning Self-Supervised Learning

Identifiability Results for Multimodal Contrastive Learning

1 code implementation16 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.

Contrastive Learning Representation Learning

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