Search Results for author: Dario Guidotti

Found 2 papers, 0 papers with code

NeVer 2.0: Learning, Verification and Repair of Deep Neural Networks

no code implementations18 Nov 2020 Dario Guidotti, Luca Pulina, Armando Tacchella

In this work, we present an early prototype of NeVer 2. 0, a new system for automated synthesis and analysis of deep neural networks. NeVer 2. 0borrows its design philosophy from NeVer, the first package that integrated learning, automated verification and repair of (shallow) neural networks in a single tool.

Philosophy

Verification of Neural Networks: Enhancing Scalability through Pruning

no code implementations17 Mar 2020 Dario Guidotti, Francesco Leofante, Luca Pulina, Armando Tacchella

Verification of deep neural networks has witnessed a recent surge of interest, fueled by success stories in diverse domains and by abreast concerns about safety and security in envisaged applications.

Network Pruning

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