Showing results 51 to 100 of 133
Title Issue Date Author(s) Journal Publisher
Yes, Machine Learning Can Be More Secure! A Case Study on Android Malware Detection 1-Jan-2019 Demontis, Ambra; Melis, Marco; Biggio, Battista; Maiorca, Davide; Arp, Daniel; Rieck, Konrad; Corona, Igino; Giacinto, Giorgio; Roli, Fabio IEEE TRANSACTIONS ON DEPENDABLE AND SECURE COMPUTING -
Detecting adversarial examples through nonlinear dimensionality reduction 1-Jan-2019 Crecchi, F.; Bacciu, D.; Biggio, B. - ESANN (i6doc.com)
Towards quality assurance of software product lines with adversarial configurations 1-Jan-2019 Temple, P.; Acher, M.; Perrouin, G.; Biggio, B.; Jezequel, J. -M.; Roli, F. - Association for Computing Machinery
Towards adversarial malware detection: lessons learned from PDF-based attacks 1-Jan-2019 Maiorca, D.; Biggio, B.; Giacinto, G. ACM COMPUTING SURVEYS -
Poster: Attacking malware classifiers by crafting gradient-attacks that preserve functionality 1-Jan-2019 Labaca-Castro, R.; Biggio, B.; Rodosek, G. D. - Association for Computing Machinery
Why Do Adversarial Attacks Transfer? Explaining Transferability of Evasion and Poisoning Attacks 1-Jan-2019 Demontis, Ambra; Melis, Marco; Pintor, Maura; Jagielski, Matthew; Biggio, Battista; Oprea, Alina; Nita-Rotaru, Cristina; Roli, Fabio - USENIX Association
Optimization and deployment of CNNs at the Edge: The ALOHA experience 1-Jan-2019 Meloni, P.; Loi, D.; Busia, P.; Deriu, G.; Pimentel, A. D.; Sapra, D.; Stefanov, T.; Minakova, S.; Conti, F.; Benini, L.; Pintor, M.; Biggio, B.; Moser, B.; Shepelev, N.; Fragoulis, N.; Theodorakopoulos, I.; Masin, M.; Palumbo, F. - Association for Computing Machinery, Inc
Societal issues in machine learning: When learning from data is not enough 1-Jan-2019 Bacciu, D.; Biggio, B.; Lisboa, P. J. G.; Martin, J. D.; Oneto, L.; Vellido, A. - ESANN (i6doc.com)
Digital Investigation of PDF Files: Unveiling Traces of Embedded Malware 1-Jan-2019 Maiorca, Davide; Biggio, Battista IEEE SECURITY & PRIVACY -
Chairs' introduction and welcome to AISEC 2019 1-Jan-2019 Afroz, S.; Biggio, B.; Carlini, N.; Elovici, Y.; Shabtai, A. - -
Explaining black-box android malware detection 1-Jan-2018 Melis, Marco; Maiorca, Davide; Biggio, Battista; Giacinto, Giorgio; Roli, Fabio - IEEE, Institute of Electrical and Electronics Engineers
ALOHA: An architectural-aware framework for deep learning at the edge 1-Jan-2018 Meloni, P.; Loi, D.; Deriu, G.; Ripolles, O.; Solans, D.; Pimentel, A. D.; Sapra, D.; Pintor, Maura; Biggio, B.; Moser, B.; Shepeleva, N.; Stefanov, T.; Minakova, S.; Conti, F.; Benini, L.; Fragoulis, N.; Theodorakopoulos, I.; Masin, M.; Palumbo, F. - Association for Computing Machinery
Wild patterns: ten years after the rise of adversarial machine learning 1-Jan-2018 Biggio, Battista; Roli, Fabio PATTERN RECOGNITION -
Is Deep Learning Safe for Robot Vision? Adversarial Examples against the iCub Humanoid 1-Jan-2018 Melis, Marco; Demontis, Ambra; Biggio, Battista; Brown, Gavin; Fumera, Giorgio; Roli, Fabio - IEEE (Institute of Electrical and Electronics Engineers)
Adversarial Malware Binaries: Evading Deep Learning for Malware Detection in Executables 1-Jan-2018 Kolosnjaji, Bojan; Demontis, Ambra; Biggio, Battista; Maiorca, Davide; Giacinto, Giorgio; Eckert, Claudia; Roli, Fabio - IEEE (Institute of Electrical and Electronics Engineers)
Preface 1-Jan-2018 Bai, X.; Hancock, E. R.; Ho, T. K.; Wilson, R. C.; Biggio, B.; Robles-Kelly, A. - -
Chairs’ introduction and welcome to AISec 2018 1-Jan-2018 Afroz, S.; Biggio, B.; Elovici, Y.; Freeman, D.; Shabtai, A. - -
Manipulating Machine Learning: Poisoning Attacks and Countermeasures for Regression Learning 1-Jan-2018 Jagielski, M.; Oprea, A.; Biggio, B.; Liu, C.; Nita-Rotaru, C.; Li, B. - IEEE, Institute of Electrical and Electronics Engineers
Architecture-aware design and implementation of CNN algorithms for embedded inference: The ALOHA project 1-Jan-2018 Meloni, P.; Loi, D.; Deriu, G.; Pimentel, A. D.; Saprat, D.; Pintor, M.; Biggio, B.; Ripolles, O.; Solans, D.; Conti, F.; Benini, L.; Stefanov, T.; Minakova, S.; Moser, B.; Shepeleva, N.; Masin, M.; Palumbo, F.; Fragoulis, N.; Theodorakopoulos, I. - Institute of Electrical and Electronics Engineers Inc.
Infinity-norm support vector machines against adversarial label contamination 1-Jan-2017 Demontis, Ambra; Biggio, Battista; Fumera, Giorgio; Giacinto, Giorgio; Roli, Fabio - CEUR-WS
Detection of malicious scripting code through discriminant and adversary-aware API analysis 1-Jan-2017 Maiorca, Davide; Russu, Paolo; Corona, Igino; Biggio, Battista; Giacinto, Giorgio - CEUR-WS
Statistical meta-analysis of presentation attacks for secure multibiometric systems 1-Jan-2017 Biggio, Battista; Fumera, Giorgio; Marcialis, GIAN LUCA; Roli, Fabio IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE -
Chairs' introduction and welcome to AISec 2017 1-Jan-2017 Biggio, B.; Freeman, D. M.; Miller, B.; Sinha, A. - -
Randomized Prediction Games for Adversarial Machine Learning 1-Jan-2017 Rota Bulò, S; Biggio, Battista; Pillai, Ignazio; Pelillo, M; Roli, Fabio IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS -
Deepsquatting: Learning-based typosquatting detection at deeper domain levels 1-Jan-2017 Piredda, Paolo; Ariu, Davide; Biggio, Battista; Corona, Igino; Piras, Luca; Giacinto, Giorgio; Roli, Fabio - Springer
Towards poisoning of deep learning algorithms with back-gradient optimization 1-Jan-2017 Muñoz-González, Luis; Biggio, Battista; Demontis, Ambra; Paudice, Andrea; Wongrassamee, Vasin; Lupu, Emil C.; Roli, Fabio - Association for Computing Machinery
DeltaPhish: Detecting phishing webpages in compromised websites 1-Jan-2017 Corona, Igino; Biggio, Battista; Contini, Matteo; Piras, Luca; Corda, Roberto; Mereu, Mauro; Mureddu, Guido; Ariu, Davide; Roli, Fabio - Springer
Detecting Misuse of Google Cloud Messaging in Android Badware 1-Jan-2016 Ahmadi, Mansour; Biggio, Battista; Arzt, S; Ariu, Davide; Giacinto, Giorgio - ACM (Association for Computing Machinery)
Secure Kernel Machines against Evasion Attacks 1-Jan-2016 Russu, Paolo; Demontis, Ambra; Biggio, Battista; Fumera, Giorgio; Roli, Fabio - Association for Computing Machinery
Super-Sparse Learning in Similarity Spaces 1-Jan-2016 Demontis, Ambra; Melis, Marco; Biggio, Battista; Fumera, Giorgio; Roli, Fabio IEEE COMPUTATIONAL INTELLIGENCE MAGAZINE -
On security and sparsity of linear classifiers for adversarial settings 1-Jan-2016 Demontis, Ambra; Russu, Paolo; Biggio, Battista; Fumera, Giorgio; Roli, Fabio - Springer
Who are you? A statistical approach to measuring user authenticity 1-Jan-2016 Jain, S; Mandell Freeman, M; Biggio, Battista; Duermuth, M; Giacinto, Giorgio - The Internet Society
Adversarial Feature Selection Against Evasion Attacks 1-Jan-2016 Zhang, F; Chan, Ppk; Biggio, Battista; Yeung, Ds; Roli, Fabio IEEE TRANSACTIONS ON CYBERNETICS -
Preface 1-Jan-2016 Robles-Kelly, A.; Loog, M.; Biggio, B.; Escolano, F.; Wilson, R. - -
Anti-spoofing: Multimodal 1-Jan-2015 Marcialis, GIAN LUCA; Biggio, Battista; Fumera, Giorgio - Springer US
One-and-a-half-class multiple classifier systems for secure learning against evasion attacks at test time 1-Jan-2015 Biggio, Battista; Corona, Igino; He, Z. M.; Chan P., P; Giacinto, Giorgio; Yeung D., S; Roli, Fabio - Springer Verlag
Fast image classification with reduced multiclass support vector machines 1-Jan-2015 Melis, Marco; Piras, Luca; Biggio, Battista; Giacinto, Giorgio; Fumera, Giorgio; Roli, Fabio - Springer
Sparse support faces 1-Jan-2015 Biggio, Battista; Melis, Marco; Fumera, Giorgio; Roli, Fabio - Institute of Electrical and Electronics Engineers Inc.
Super-Sparse regression for fast age estimation from faces at test time 1-Jan-2015 Demontis, Ambra; Biggio, Battista; Fumera, Giorgio; Roli, Fabio LECTURE NOTES IN COMPUTER SCIENCE Springer Verlag
Is feature selection secure against training data poisoning? 1-Jan-2015 Xiao, Huang; Biggio, Battista; Brown, Gavin; Fumera, Giorgio; Eckert, Claudia; Roli, Fabio - International Machine Learning Society (IMLS)
Data-driven Journal Meta-ranking in Business and Management 1-Jan-2015 Ennas, Gianfranco; Biggio, Battista; DI GUARDO, MARIA CHIARA SCIENTOMETRICS -
Adversarial biometric recognition: a review on biometric system security from the adversarial machine-learning perspective 1-Jan-2015 Biggio, Battista; Fumera, Giorgio; Russu, Paolo; Didaci, Luca; Roli, Fabio IEEE SIGNAL PROCESSING MAGAZINE -
Support vector machines under adversarial label contamination 1-Jan-2015 Xiao, H; Biggio, Battista; Nelson, B; Xiao, H; Eckert, C; Roli, Fabio NEUROCOMPUTING -
Multimodal Anti-spoofing in Biometric Recognition Systems 1-Jan-2014 Fumera, Giorgio; Marcialis, GIAN LUCA; Biggio, Battista; Roli, Fabio; Schuckers, S. - Springer-Verlag London Ltd
Pattern recognition systems under attack: design issues and research challenges 1-Jan-2014 Biggio, Battista; Fumera, Giorgio; Roli, Fabio INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE -
Security Evaluation of Support Vector Machines in Adversarial Environments 1-Jan-2014 Biggio, Battista; Corona, Igino; Nelson, BLAINE ALAN; Rubinstein, Bip; Maiorca, Davide; Fumera, Giorgio; Giacinto, Giorgio; Roli, Fabio - Springer International Publishing
On Learning and Recognition of Secure Patterns 1-Jan-2014 Biggio, Battista - ACM
Poisoning complete-linkage hierarchical clustering 1-Jan-2014 Biggio, Battista; Rota Bulò, S; Pillai, I; Mura, M; Mequanint E., Z; Pelillo, M; Roli, Fabio LECTURE NOTES IN COMPUTER SCIENCE © Springer-Verlag Berlin Heidelberg
Poisoning behavioral malware clustering 1-Jan-2014 Biggio, Battista; Rieck, K; Ariu, Davide; Wressnegger, C; Corona, Igino; Giacinto, Giorgio; Roli, Fabio - ACM
Security evaluation of pattern classifiers under attack 1-Jan-2014 Biggio, Battista; Fumera, Giorgio; Roli, Fabio IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING -
Showing results 51 to 100 of 133
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