Battista Biggio

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Fabio RoliProfessor, University of Genova and Cagliari, ItalyDirección de correo verificada de unige.it
Ambra DemontisAssistant Professor at University of CagliariDirección de correo verificada de unica.it
Giorgio FumeraAssociate Professor of Computer Engineering, University of CagliariDirección de correo verificada de unica.it
Giorgio Giacinto UniCAProfessor of Computer EngineeringDirección de correo verificada de unica.it
Maura PintorUniversity of CagliariDirección de correo verificada de unica.it
Luca DemetrioAssistant Professor at Università degli Studi di GenovaDirección de correo verificada de unige.it
Davide MaiorcaAssociate Professor of Computer Engineering at University of Cagliari, ItalyDirección de correo verificada de unica.it
Igino CoronaComputer Security Researcher & Co-founder, Pluribus OneDirección de correo verificada de pluribus-one.it
Marco MelisIndividualDirección de correo verificada de unica.it
Pavel LaskovUniversity of LiechtensteinDirección de correo verificada de uni.li
Ignazio PillaiDIEE - University of CagliariDirección de correo verificada de diee.unica.it
Marcello PelilloProfessor of Computer Science, FIEEE, FIAPR, FAAIA, Ca' Foscari University of VeniceDirección de correo verificada de dsi.unive.it
Angelo SotgiuAssistant Professor, University of CagliariDirección de correo verificada de unica.it
Antonio Emanuele CinàAssistant Professor @ University of GenoaDirección de correo verificada de unige.it
Kathrin GrosseIBM ResearchDirección de correo verificada de ibm.com
Alina OpreaNortheastern UniversityDirección de correo verificada de neu.edu
Davide AriuCEO & Co-Founder of Pluribus One, Research Assistant @ University of CagliariDirección de correo verificada de diee.unica.it
Gian Luca MarcialisAssociate Professor @ University of Cagliari, ItalyDirección de correo verificada de diee.unica.it
Cristina Nita-RotaruProfessor, Khoury College of Computer Science, Northeastern UniversityDirección de correo verificada de northeastern.edu
Matthew JagielskiGoogle DeepMindDirección de correo verificada de google.com

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Battista Biggio

Full Professor, University of Cagliari, Italy

Dirección de correo verificada de unica.it - Página principal

Adversarial Machine Learning AI Security Machine Learning Computer Security


Título Ordenar por citas Ordenar por año Ordenar por título	Citado por Citado por	Año
Evasion Attacks against Machine Learning at Test Time B Biggio, I Corona, D Maiorca, B Nelson, N Šrndić, P Laskov, G Giacinto, ... 6th European Machine Learning and Data Mining Conference (ECML/PKDD), 2013	2669*	2013
Poisoning Attacks against Support Vector Machines B Biggio, B Nelson, P Laskov Int'l Conference on Machine Learning (ICML) - ICML 2022 Test of Time Award, 2012	2035	2012
Wild Patterns: Ten Years After the Rise of Adversarial Machine Learning B Biggio, F Roli Pattern Recognition (2021 Best Paper Award and Pattern Recognition Medal), 2018	1840	2018
Manipulating Machine Learning: Poisoning Attacks and Countermeasures for Regression Learning M Jagielski, A Oprea, B Biggio, C Liu, C Nita-Rotaru, B Li 39th IEEE Symposium on Security and Privacy, 2018	1057	2018
Towards Poisoning of Deep Learning Algorithms with Back-gradient Optimization L Muñoz-González, B Biggio, A Demontis, A Paudice, V Wongrassamee, ... 10th ACM Workshop on Artificial Intelligence & Security (AISec'17), 2017	768	2017
Security Evaluation of Pattern Classifiers under Attack B Biggio, G Fumera, F Roli IEEE Transactions on Knowledge and Data Engineering 26 (4), 984-996, 2014	583	2014
Support Vector Machines Under Adversarial Label Noise B Biggio, B Nelson, P Laskov Journal of Machine Learning Research-Proceedings Track 20, 97-112, 2011	545	2011
Is Feature Selection Secure against Training Data Poisoning? H Xiao, B Biggio, G Brown, G Fumera, C Eckert, F Roli Int'l Conference on Machine Learning (ICML), 2015	543	2015
Why Do Adversarial Attacks Transfer? Explaining Transferability of Evasion and Poisoning Attacks A Demontis, M Melis, M Pintor, M Jagielski, B Biggio, A Oprea, ... USENIX Security 2019, 2019	508	2019
Adversarial Malware Binaries: Evading Deep Learning for Malware Detection in Executables B Kolosnjaji, A Demontis, B Biggio, D Maiorca, G Giacinto, C Eckert, ... European Signal Processing Conference (EUSIPCO), 2018	467	2018
Yes, Machine Learning Can Be More Secure! A Case Study on Android Malware Detection A Demontis, M Melis, B Biggio, D Maiorca, D Arp, K Rieck, I Corona, ... IEEE Transactions on Dependable and Secure Computing 16 (4), 711-724, 2019	371	2019
Support Vector Machines under Adversarial Label Contamination H Xiao, B Biggio, B Nelson, H Xiao, C Eckert, F Roli Neurocomputing, 2014	298	2014
Adversarial Feature Selection against Evasion Attacks F Zhang, PPK Chan, B Biggio, DS Yeung, F Roli IEEE Transactions on Cybernetics, 2015	271	2015
Multiple Classifier Systems for Robust Classifier Design in Adversarial Environments B Biggio, G Fumera, F Roli International Journal of Machine Learning and Cybernetics 1 (1-4), 27-41, 2010	243	2010
Security Evaluation of Biometric Authentication Systems under Real Spoofing Attacks B Biggio, Z Akhtar, G Fumera, GL Marcialis, F Roli IET biometrics (2014 Premium Award for Best Paper in IET Biometrics), 2012	181	2012
Explaining Vulnerabilities of Deep Learning to Adversarial Malware Binaries L Demetrio, B Biggio, G Lagorio, F Roli, A Armando ITASEC 2019, 2019	179	2019
Functionality-preserving Black-box Optimization of Adversarial Windows Malware L Demetrio, B Biggio, G Lagorio, F Roli, A Armando IEEE Transactions on Information Forensics and Security 16, 3469-3478, 2021	178	2021
Poisoning Behavioral Malware Clustering B Biggio, K Rieck, D Ariu, C Wressnegger, I Corona, G Giacinto, F Roli Proceedings of the 2014 workshop on artificial intelligent and security …, 2014	177	2014
Who Are You? A Statistical Approach to Measuring User Authenticity DM Freeman, S Jain, M Dürmuth, B Biggio, G Giacinto Proc. 23rd Annual Network & Distributed System Security Symposium (NDSS), 2016	168	2016
Bagging Classifiers for Fighting Poisoning Attacks in Adversarial Classification Tasks B Biggio, I Corona, G Fumera, G Giacinto, F Roli International workshop on multiple classifier systems, 350-359, 2011	160	2011

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