Search Results for author: Nicolas Brisebarre

Found 2 papers, 1 papers with code

A path-norm toolkit for modern networks: consequences, promises and challenges

1 code implementation2 Oct 2023 Antoine Gonon, Nicolas Brisebarre, Elisa Riccietti, Rémi Gribonval

The versatility of the toolkit and its ease of implementation allow us to challenge the concrete promises of path-norm-based generalization bounds, by numerically evaluating the sharpest known bounds for ResNets on ImageNet.

Generalization Bounds

Approximation speed of quantized vs. unquantized ReLU neural networks and beyond

no code implementations24 May 2022 Antoine Gonon, Nicolas Brisebarre, Rémi Gribonval, Elisa Riccietti

This is achieved using a new lower-bound on the Lipschitz constant of the map that associates the parameters of ReLU networks to their realization, and an upper-bound generalizing classical results.

Quantization

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