4 citations · 8 across the 5 of their papers we have counts for
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cs.LG2024★ 1 cited
Cross-Entropy Is All You Need To Invert the Data Generating Process
Patrik Reizinger, Alice Bizeul, Attila Juhos +4
Supervised learning has become a cornerstone of modern machine learning, yet a comprehensive theory explaining its effectiveness remains elusive. Empirical phenomena, such as neura…
cs.LG2024★ 1 cited
A Probabilistic Model Behind Self-Supervised Learning
Alice Bizeul, Bernhard Schölkopf, Carl Allen
In self-supervised learning (SSL), representations are learned via an auxiliary task without annotated labels. A common task is to classify augmentations or different modalities of…