17 citations · 67 across the 16 of their papers we have counts for
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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…
stat.ML2022★ 11 cited
Phase diagram of Stochastic Gradient Descent in high-dimensional two-layer neural networks
Rodrigo Veiga, Ludovic Stephan, Bruno Loureiro +2
Despite the non-convex optimization landscape, over-parametrized shallow networks are able to achieve global convergence under gradient descent. The picture can be radically differ…