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most citedLarge-width functional asymptotics for deep Gaussian neural networks

2 citations · 5 across the 8 of their papers we have counts for

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math.PR2021★ 2 cited

Large-width functional asymptotics for deep Gaussian neural networks

Daniele Bracale, Stefano Favaro, Sandra Fortini +1

In this paper, we consider fully connected feed-forward deep neural networks where weights and biases are independent and identically distributed according to Gaussian distribution…

stat.ML2021★ 2 cited

Infinite-channel deep stable convolutional neural networks

Daniele Bracale, Stefano Favaro, Sandra Fortini +1

The interplay between infinite-width neural networks (NNs) and classes of Gaussian processes (GPs) is well known since the seminal work of Neal (1996). While numerous theoretical r…