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Employment (1)

University of Genoa: Genoa, Liguria, IT

2022-10-01 to 2025-09-30 | Assistant Professor (DIBRIS)
Employment
Source: Self-asserted source
Luca Demetrio

Works (23)

Nebula: Self-Attention for Dynamic Malware Analysis

IEEE Transactions on Information Forensics and Security
2024 | Journal article
Contributors: Dmitrijs Trizna; Luca Demetrio; Battista Biggio; Fabio Roli
Source: check_circle
Crossref

Phantom Sponges: Exploiting Non-Maximum Suppression to Attack Deep Object Detectors

Proceedings - 2023 IEEE Winter Conference on Applications of Computer Vision, WACV 2023
2023 | Conference paper
EID:

2-s2.0-85149052593

Contributors: Shapira, A.; Zolfi, A.; Demetrio, L.; Biggio, B.; Shabtai, A.
Source: Self-asserted source
Luca Demetrio via Scopus - Elsevier

Raze to the Ground: Query-Efficient Adversarial HTML Attacks on Machine-Learning Phishing Webpage Detectors

2023-11-30 | Conference paper
Contributors: Biagio Montaruli; Luca Demetrio; Maura Pintor; Luca Compagna; Davide Balzarotti; Battista Biggio
Source: check_circle
Crossref

ImageNet-Patch: A dataset for benchmarking machine learning robustness against adversarial patches

Pattern Recognition
2023-02 | Journal article
Part of ISSN: 0031-3203
Contributors: Maura Pintor; Daniele Angioni; Angelo Sotgiu; Luca Demetrio; Ambra Demontis; Battista Biggio; Fabio Roli
Source: Self-asserted source
Luca Demetrio
grade
Preferred source (of 2)‎

A Survey on Reinforcement Learning Security with Application to Autonomous Driving

arXiv
2022 | Other
EID:

2-s2.0-85144784410

Part of ISSN: 23318422
Contributors: Demontis, A.; Pintor, M.; Demetrio, L.; Grosse, K.; Lin, H.-Y.; Fang, C.; Biggio, B.; Roli, F.
Source: Self-asserted source
Luca Demetrio via Scopus - Elsevier

Explaining Machine Learning DGA Detectors from DNS Traffic Data

arXiv
2022 | Other
EID:

2-s2.0-85136158349

Part of ISSN: 23318422
Contributors: Piras, G.; Pintor, M.; Demetrio, L.; Biggio, B.
Source: Self-asserted source
Luca Demetrio via Scopus - Elsevier

Explaining Machine Learning DGA Detectors from DNS Traffic Data

CEUR Workshop Proceedings
2022 | Conference paper
EID:

2-s2.0-85142087062

Part of ISSN: 16130073
Contributors: Piras, G.; Pintor, M.; Demetrio, L.; Biggio, B.
Source: Self-asserted source
Luca Demetrio via Scopus - Elsevier

Indicators of Attack Failure: Debugging and Improving Optimization of Adversarial Examples

Advances in Neural Information Processing Systems
2022 | Conference paper
EID:

2-s2.0-85163205694

Part of ISSN: 10495258
Contributors: Pintor, M.; Demetrio, L.; Sotgiu, A.; Demontis, A.; Carlini, N.; Biggio, B.; Roli, F.
Source: Self-asserted source
Luca Demetrio via Scopus - Elsevier

Practical Attacks on Machine Learning: A Case Study on Adversarial Windows Malware

arXiv
2022 | Other
EID:

2-s2.0-85134823735

Part of ISSN: 23318422
Contributors: Demetrio, L.; Biggio, B.; Fabio Roli
Source: Self-asserted source
Luca Demetrio via Scopus - Elsevier

Robust Machine Learning for Malware Detection over Time

arXiv
2022 | Other
EID:

2-s2.0-85136117330

Part of ISSN: 23318422
Contributors: Angioni, D.; Demetrio, L.; Pintor, M.; Biggio, B.
Source: Self-asserted source
Luca Demetrio via Scopus - Elsevier

Robust Machine Learning for Malware Detection over Time

CEUR Workshop Proceedings
2022 | Conference paper
EID:

2-s2.0-85142105617

Part of ISSN: 16130073
Contributors: Angioni, D.; Demetrio, L.; Pintor, M.; Biggio, B.
Source: Self-asserted source
Luca Demetrio via Scopus - Elsevier

Towards learning trustworthily, automatically, and with guarantees on graphs: An overview

Neurocomputing
2022 | Journal article
EID:

2-s2.0-85128640480

Part of ISSN: 18728286 09252312
Contributors: Oneto, L.; Navarin, N.; Biggio, B.; Errica, F.; Micheli, A.; Scarselli, F.; Bianchini, M.; Demetrio, L.; Bongini, P.; Tacchella, A. et al.
Source: Self-asserted source
Luca Demetrio via Scopus - Elsevier

Practical Evaluation of Poisoning Attacks on Online Anomaly Detectors in Industrial Control Systems

Computers & Security
2022-11 | Journal article
Part of ISSN: 0167-4048
Contributors: Moshe Kravchik; Luca Demetrio; Battista Biggio; Asaf Shabtai
Source: Self-asserted source
Luca Demetrio
grade
Preferred source (of 2)‎

Practical Attacks on Machine Learning: A Case Study on Adversarial Windows Malware

IEEE Security & Privacy
2022-09 | Journal article
Contributors: Luca Demetrio; Battista Biggio; Fabio Roli
Source: check_circle
Crossref
grade
Preferred source (of 2)‎

secml: Secure and explainable machine learning in Python

SoftwareX
2022-06 | Journal article
Contributors: Maura Pintor; Luca Demetrio; Angelo Sotgiu; Marco Melis; Ambra Demontis; Battista Biggio
Source: check_circle
Crossref
grade
Preferred source (of 2)‎

Functionality-Preserving Black-Box Optimization of Adversarial Windows Malware

IEEE Transactions on Information Forensics and Security
2021 | Journal article
Contributors: Luca Demetrio; Battista Biggio; Giovanni Lagorio; Fabio Roli; Alessandro Armando
Source: check_circle
Crossref
grade
Preferred source (of 2)‎

Secml-Malware: Pentesting windows malware classifiers with adversarial EXEmples in python

arXiv
2021 | Other
EID:

2-s2.0-85112401844

Part of ISSN: 23318422
Contributors: Demetrio, L.; Biggio, B.
Source: Self-asserted source
Luca Demetrio via Scopus - Elsevier

Slope: A First-order Approach for Measuring Gradient Obfuscation

ESANN 2021 Proceedings - 29th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning
2021 | Conference paper
EID:

2-s2.0-85129251196

Contributors: Pintor, M.; Demetrio, L.; Manca, G.; Biggio, B.; Roli, F.
Source: Self-asserted source
Luca Demetrio via Scopus - Elsevier

Adversarial EXEmples: A Survey and Experimental Evaluation of Practical Attacks on Machine Learning for Windows Malware Detection

ACM Transactions on Privacy and Security
2021-11-30 | Journal article
Part of ISSN: 2471-2566
Part of ISSN: 2471-2574
Source: Self-asserted source
Luca Demetrio
grade
Preferred source (of 2)‎

WAF-A-MoLE: An adversarial tool for assessing ML-based WAFs

SoftwareX
2020 | Journal article
EID:

2-s2.0-85103463343

Part of ISSN: 23527110
Contributors: Valenza, A.; Demetrio, L.; Costa, G.; Lagorio, G.
Source: Self-asserted source
Luca Demetrio via Scopus - Elsevier

WAF-A-MoLE: Evading web application firewalls through adversarial machine learning

Proceedings of the ACM Symposium on Applied Computing
2020 | Conference paper
EID:

2-s2.0-85083025714

Contributors: Demetrio, L.; Valenza, A.; Costa, G.; Lagorio, G.
Source: Self-asserted source
Luca Demetrio via Scopus - Elsevier

Explaining vulnerabilities of deep learning to adversarial malware binaries

CEUR Workshop Proceedings
2019 | Conference paper
EID:

2-s2.0-85061382880

Part of ISSN: 16130073
Contributors: Demetrio, L.; Biggio, B.; Lagorio, G.; Roli, F.; Armando, A.
Source: Self-asserted source
Luca Demetrio via Scopus - Elsevier

Zenhackademy: Ethical hacking @ dibris

CSEDU 2019 - Proceedings of the 11th International Conference on Computer Supported Education
2019 | Conference paper
EID:

2-s2.0-85067096804

Contributors: Demetrio, L.; Lagorio, G.; Ribaudo, M.; Russo, E.; Valenza, A.
Source: Self-asserted source
Luca Demetrio via Scopus - Elsevier

Peer review (3 reviews for 1 publication/grant)

Review activity for Computers & security. (3)