Search Results for author: Matteo Farina

Found 3 papers, 3 papers with code

MULTIFLOW: Shifting Towards Task-Agnostic Vision-Language Pruning

1 code implementation8 Apr 2024 Matteo Farina, Massimiliano Mancini, Elia Cunegatti, Gaowen Liu, Giovanni Iacca, Elisa Ricci

In this challenging setting, the transferable representations already encoded in the pretrained model are a key aspect to preserve.

Transfer Learning

Understanding Sparse Neural Networks from their Topology via Multipartite Graph Representations

1 code implementation26 May 2023 Elia Cunegatti, Matteo Farina, Doina Bucur, Giovanni Iacca

With these novelties, we show the following: (a) The proposed MGE allows to extract topological metrics that are much better predictors of the accuracy drop than metrics computed from current input-agnostic BGEs; (b) Which metrics are important at different sparsity levels and for different architectures; (c) A mixture of our topological metrics can rank PaI algorithms more effectively than Ramanujan-based metrics.

Relation

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