activity
20132026
most citedAutomated Verification of Neural Networks: Advances, Challenges and Perspectives

51 citations · 94 across the 9 of their papers we have counts for

collaborators

10 papers

cs.LO2026★ 1 cited

The QBF Gallery 2023

Simone Heisinger, Luca Pulina, Martina Seidl

The QBF Gallery 2023, the last QBF evaluation event, continues the tradition to survey and document the state of the art in solving quantified Boolean formulas (QBFs). It provides…

cs.LG2020★ 1 cited

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

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 NeVe…

cs.LO2020

Automated Requirements-Based Testing of Black-Box Reactive Systems

Massimo Narizzano, Luca Pulina, Armando Tacchella +1

We present a new approach to conformance testing of black-box reactive systems. We consider system specifications written as linear temporal logic formulas to generate tests as seq…

cs.LG2020★ 6 cited

Verification of Neural Networks: Enhancing Scalability through Pruning

Dario Guidotti, Francesco Leofante, Luca Pulina +1

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 env…

cs.AI2018★ 2 cited

SMarTplan: a Task Planner for Smart Factories

Arthur Bit-Monnot, Francesco Leofante, Luca Pulina +2

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

cs.AI2018★ 51 cited

Automated Verification of Neural Networks: Advances, Challenges and Perspectives

Francesco Leofante, Nina Narodytska, Luca Pulina +1

Neural networks are one of the most investigated and widely used techniques in Machine Learning. In spite of their success, they still find limited application in safety- and secur…