Search Results for author: Dario Malchiodi

Found 4 papers, 2 papers with code

A Critical Analysis of Classifier Selection in Learned Bloom Filters

1 code implementation28 Nov 2022 Dario Malchiodi, Davide Raimondi, Giacomo Fumagalli, Raffaele Giancarlo, Marco Frasca

Learned Bloom Filters, i. e., models induced from data via machine learning techniques and solving the approximate set membership problem, have recently been introduced with the aim of enhancing the performance of standard Bloom Filters, with special focus on space occupancy.

valid

Compact representations of convolutional neural networks via weight pruning and quantization

1 code implementation28 Aug 2021 Giosuè Cataldo Marinò, Alessandro Petrini, Dario Malchiodi, Marco Frasca

The state-of-the-art performance for several real-world problems is currently reached by convolutional neural networks (CNN).

Quantization

Compression strategies and space-conscious representations for deep neural networks

no code implementations15 Jul 2020 Giosuè Cataldo Marinò, Gregorio Ghidoli, Marco Frasca, Dario Malchiodi

Recent advances in deep learning have made available large, powerful convolutional neural networks (CNN) with state-of-the-art performance in several real-world applications.

Quantization regression

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