GIORGIO PIRAS

PhD Student

PhD program:: XXXVII
email: giorgio.piras@unica.it
phone: 3429862866
building: Edificio L, Facoltà di Ingegneria e Architettura, Cagliari, Via Is Maglias
room: Phd Students Office (sopra aula Z)

supervisor: Battista Biggio
co-supervisor: Giorgio Giacinto

Research: Adversarial Machine Learning

My research activity, as a macroarea, focuses on AI. Specifically, my studies aim to promote security of Machine Learning and Deep Learning algorithms, often through an Explainability-driven analysis.

Research products

11573/1726979 - 2024 - HO-FMN: Hyperparameter optimization for fast minimum-norm attacks

Mura, Raffaele; Floris, Giuseppe; Scionis, Luca; Piras, Giorgio; Pintor, Maura; Demontis, Ambra; Giacinto, Giorgio; Biggio, Battista; Roli, Fabio - 01a Articolo in rivista

paper: NEUROCOMPUTING (Elsevier BV:PO Box 211, 1000 AE Amsterdam Netherlands:011 31 20 4853757, 011 31 20 4853642, 011 31 20 4853641, EMAIL: nlinfo-f@elsevier.nl, INTERNET: http://www.elsevier.nl, Fax: 011 31 20 4853598) pp. - - issn: 0925-2312 - wos: (0) - scopus: (0)

11573/1690350 - 2023 - AI Security and Safety: The PRALab Research Experience

Demontis, Ambra; Pintor, Maura; Demetrio, Luca; Sotgiu, Angelo; Angioni, Daniele; Piras, Giorgio; Gupta, Srishti; Biggio, Battista; Roli, Fabio - 04b Atto di convegno in volume

conference: Ital-IA 2023: 3rd National Conference on Artificial Intelligence (Pisa, Italy)

book: Proceedings of the Italia Intelligenza Artificiale - Thematic Workshops co-located with the 3rd CINI National Lab AIIS Conference on Artificial Intelligence (Ital IA 2023) - ()

11573/1691338 - 2023 - Improving Fast Minimum-Norm Attacks with Hyperparameter Optimization

Floris, Giuseppe; Mura, Raffaele; Scionis, Luca; Piras, Giorgio; Pintor, Maura; Demontis, Ambra; Biggio, Battista - 04b Atto di convegno in volume

conference: European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning (Bruges, Belgium)

book: ESANN 2023 proceedings - (978-2-87587-088-9)

11573/1690355 - 2023 - Adversarial Attacks Against Uncertainty Quantification

Ledda, Emanuele; Angioni, Daniele; Piras, Giorgio; Fumera, Giorgio; Biggio, Battista; Roli, Fabio - 04b Atto di convegno in volume

conference: International Conference on Computer Vision (ICCV) Workshops, 2023 (Parigi)

book: Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops, 2023 - ()

11573/1691366 - 2023 - SAMPLES ON THIN ICE: RE-EVALUATING ADVERSARIAL PRUNING OF NEURAL NETWORKS

Piras, Giorgio; Pintor, Maura; Demontis, Ambra; Biggio, Battista - 04b Atto di convegno in volume

conference: International Conference on Machine Learning and Cybernetics, ICMLC 2023 (Adelaide, Australia)

book: Proceedings of 2023 International Conference on Machine Learning and Cybernetics - (979-8-3503-0377-3)

11573/1672418 - 2022 - Explaining Machine Learning DGA Detectors from DNS Traffic Data

Piras, Giorgio; Pintor, Maura; Demetrio, Luca; Biggio, Battista - 04b Atto di convegno in volume

conference: ITASEC (Roma)

book: CEUR WORKSHOP PROCEEDINGS - ()