Search Results for author: Luca Pulina

Found 7 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

SMarTplan: a Task Planner for Smart Factories

no code implementations19 Jun 2018 Arthur Bit-Monnot, Francesco Leofante, Luca Pulina, Erika Abraham, Armando Tacchella

Smart factories are on the verge of becoming the new industrial paradigm, wherein optimization permeates all aspects of production, from concept generation to sales.

A Multi-Engine Approach to Answer Set Programming

no code implementations20 Jun 2013 Marco Maratea, Luca Pulina, Francesco Ricca

Then, we apply classification methods that, given the features of the instances in a {\sl training} set and the solvers' performance on these instances, inductively learn algorithm selection strategies to be applied to a {\sl test} set.

BIG-bench Machine Learning

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