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stat.ML2026
A Random Matrix Theory of Masked Self-Supervised Regression
Arie Wortsman Zurich, Federica Gerace, Bruno Loureiro +1
In the era of transformer models, masked self-supervised learning (SSL) has become a foundational training paradigm. A defining feature of masked SSL is that training aggregates pr…
stat.ML2022★ 17 cited
Gaussian Universality of Perceptrons with Random Labels
Federica Gerace, Florent Krzakala, Bruno Loureiro +2
While classical in many theoretical settings - and in particular in statistical physics-inspired works - the assumption of Gaussian i.i.d. input data is often perceived as a strong…