E. Malatesta

activity

20172025

most citedProperties of the geometry of solutions and capacity of multi-layer neural networks with Rectified Linear Units activations

60 citations · 235 across the 23 of their papers we have counts for

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Showing 2024Show all

2 papers · 1 filter

cond-mat.dis-nn2024★ 2 cited

Random Features Hopfield Networks generalize retrieval to previously unseen examples

Silvio Kalaj, Clarissa Lauditi, Gabriele Perugini +3

It has been recently shown that a learning transition happens when a Hopfield Network stores examples generated as superpositions of random features, where new attractors correspon…

hep-th2024★ 1 cited

Instantons in $ϕ^{4}$ Theories: Transseries, Virial Theorems and Numerical Aspects

Ludovico T. Giorgini, Ulrich D. Jentschura, Enrico M. Malatesta +2

We discuss numerical aspects of instantons in two- and three-dimensional $ϕ^{4}$ theories with an internal $O (N)$ symmetry group, the so-called $N$ -vector model. Combining asymptotic…

Random Features Hopfield Networks generalize retrieval to previously unseen examples

Instantons in ϕ4 Theories: Transseries, Virial Theorems and Numerical Aspects

Instantons in $ϕ^{4}$ Theories: Transseries, Virial Theorems and Numerical Aspects