Showing results 1 to 50 of 390
Title Issue Date Author(s) Journal Publisher
Machine Learning Security Against Data Poisoning: Are We There Yet? 1-Jan-2024 Cinà, Antonio Emanuele; Grosse, Kathrin; Demontis, Ambra; Biggio, Battista; Roli, Fabio; Pelillo, Marcello COMPUTER -
Nebula: Self-Attention for Dynamic Malware Analysis 1-Jan-2024 Trizna, Dmitrijs; Demetrio, Luca; Biggio, Battista; Roli, Fabio IEEE TRANSACTIONS ON INFORMATION FORENSICS AND SECURITY -
Texture and artifact decomposition for improving generalization in deep-learning-based deepfake detection 1-Jan-2024 Gao, Jie; Micheletto, Marco; Orru', Giulia; Concas, Sara; Feng, Xiaoyi; Marcialis, Gian Luca; Roli, Fabio ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE -
Generalized Deepfake Detection Algorithm Based on Inconsistency Between Inner and Outer Faces 1-Jan-2024 Gao, Jie; Concas, Sara; Orru', Giulia; Feng, Xiaoyi; Marcialis, Gian Luca; Roli, Fabio - -
Toward Effective Traffic Sign Detection via Two-Stage Fusion Neural Networks 1-Jan-2024 Li, Zhishan; Chen, Hongxu; Biggio, Battista; He, Yifan; Cai, Haoran; Roli, Fabio; Xie, Lei IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS -
Cybersecurity and AI: The PRALab Research Experience 1-Jan-2023 Pintor, Maura; Orru, Giulia; Maiorca, Davide; Demontis, Ambra; Demetrio, Luca; Marcialis, GIAN LUCA; Biggio, Battista; Roli, Fabio - CEUR-WS Team, Redaktion Sun SITE
Minimizing Energy Consumption of Deep Learning Models by Energy-Aware Training 1-Jan-2023 Lazzaro, Dario; Cinà, Antonio Emanuele; Pintor, Maura; Demontis, Ambra; Biggio, Battista; Roli, Fabio; Pelillo, Marcello - -
AI Security and Safety: The PRALab Research Experience 1-Jan-2023 Demontis, Ambra; Pintor, Maura; Demetrio, Luca; Sotgiu, Angelo; Angioni, Daniele; Piras, Giorgio; Gupta, Srishti; Biggio, Battista; Roli, Fabio - CEUR-WS Team, Redaktion Sun SITE
3D Face Reconstruction: the Road to Forensics 1-Jan-2023 Cava, Simone Maurizio La; Orru', Giulia; Drahansky, Martin; Marcialis, Gian Luca; Roli, Fabio ACM COMPUTING SURVEYS -
Stateful detection of adversarial reprogramming 1-Jan-2023 Zheng, Yang; Feng, Xiaoyi; Xia, Zhaoqiang; Jiang, Xiaoyue; Pintor, Maura; Demontis, Ambra; Biggio, Battista; Roli, Fabio INFORMATION SCIENCES -
Adversarial Attacks Against Uncertainty Quantification 1-Jan-2023 Ledda, Emanuele; Angioni, Daniele; Piras, Giorgio; Fumera, Giorgio; Biggio, Battista; Roli, Fabio - IEEE COMPUTER SOC
BLUES: Before-reLU-EStimates Bayesian Inference for Crowd Counting 1-Jan-2023 Ledda, E.; Delussu, R.; Putzu, L.; Fumera, G.; Roli, F. - -
Dropout injection at test time for post hoc uncertainty quantification in neural networks 1-Jan-2023 Ledda, E; Fumera, G; Roli, F INFORMATION SCIENCES -
Why adversarial reprogramming works, when it fails, and how to tell the difference 1-Jan-2023 Zheng, Yang; Feng, Xiaoyi; Xia, Zhaoqiang; Jiang, Xiaoyue; Demontis, Ambra; Pintor, Maura; Biggio, Battista; Roli, Fabio INFORMATION SCIENCES -
Wild Patterns Reloaded: A Survey of Machine Learning Security against Training Data Poisoning 1-Jan-2023 Emanuele Cinà, Antonio; Grosse, Kathrin; Demontis, Ambra; Vascon, Sebastiano; Zellinger, Werner; Moser, Bernhard A.; Oprea, Alina; Biggio, Battista; Pelillo, Marcello; Roli, Fabio ACM COMPUTING SURVEYS -
ImageNet-Patch: A Dataset for Benchmarking Machine Learning Robustness against Adversarial Patches 1-Jan-2023 Pintor, Maura; Angioni, Daniele; Sotgiu, Angelo; Demetrio, Luca; Demontis, Ambra; Biggio, Battista; Roli, Fabio PATTERN RECOGNITION -
Hardening RGB-D object recognition systems against adversarial patch attacks 1-Jan-2023 Zheng, Yang; Demetrio, Luca; Cinà, Antonio Emanuele; Feng, Xiaoyi; Xia, Zhaoqiang; Jiang, Xiaoyue; Demontis, Ambra; Biggio, Battista; Roli, Fabio INFORMATION SCIENCES -
Practical Attacks on Machine Learning: A Case Study on Adversarial Windows Malware 1-Jan-2022 Demetrio, L; Biggio, B; Roli, F IEEE SECURITY & PRIVACY -
Domain Knowledge Alleviates Adversarial Attacks in Multi-Label Classifiers 1-Jan-2022 Melacci, S.; Ciravegna, G.; Sotgiu, A.; Demontis, A.; Biggio, B.; Gori, M.; Roli, F. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE -
Indicators of Attack Failure: Debugging and Improving Optimization of Adversarial Examples 1-Jan-2022 Pintor, Maura; Demetrio, Luca; Sotgiu, Angelo; Demontis, Ambra; Carlini, Nicholas; Biggio, Battista; Roli, Fabio - Neural information processing systems foundation
Do gradient-based explanations tell anything about adversarial robustness to android malware? 1-Jan-2022 Melis, M.; Scalas, M.; Demontis, A.; Maiorca, D.; Biggio, B.; Giacinto, G.; Roli, F. INTERNATIONAL JOURNAL OF MACHINE LEARNING AND CYBERNETICS -
On the Evaluation of Video-Based Crowd Counting Models 1-Jan-2022 Ledda, E.; Putzu, L.; Delussu, R.; Fumera, G.; Roli, F. - -
Attention-Based Adversarial Robust Distillation in Radio Signal Classifications for Low-Power IoT Devices 1-Jan-2022 Zhang, Lu; Lambotharan, Sangarapillai; Zheng, Gan; Liao, Guisheng; Assadhan, Basil; Roli, Fabio IEEE INTERNET OF THINGS JOURNAL -
Towards realistic fingerprint presentation attacks: The ScreenSpoof method 1-Jan-2022 Casula, Roberto; Micheletto, Marco; Orru', Giulia; Marcialis, Gian Luca; Roli, Fabio PATTERN RECOGNITION LETTERS -
Analysis of Score-Level Fusion Rules for Deepfake Detection 1-Jan-2022 Concas, S; La Cava, Sm; Orru', G; Cuccu, C; Gao, J; Feng, Xy; Marcialis, Gl; Roli, F APPLIED SCIENCES -
Experimental Results on Multi-modal Deepfake Detection 1-Jan-2022 Concas, S.; Gao, J.; Cuccu, C.; Orru', G.; Feng, X.; Marcialis, G. L.; Puglisi, G.; Roli, F. - -
Online domain adaptation for person Re-identification with a human in the loop 1-Jan-2021 Delussu, R.; Putzu, L.; Fumera, G.; Roli, F. - Institute of Electrical and Electronics Engineers Inc.
Empirical assessment of generating adversarial configurations for software product lines 1-Jan-2021 Temple, P.; Perrouin, G.; Acher, M.; Biggio, B.; Jezequel, J. -M.; Roli, F. EMPIRICAL SOFTWARE ENGINEERING -
Fast minimum-norm adversarial attacks through adaptive norm constraints 1-Jan-2021 Pintor, Maura; Roli, Fabio; Brendel, Wieland; Biggio, Battista - -
The hammer and the nut: is bilevel optimization really needed to poison linear classifiers? 1-Jan-2021 Cina, A. E.; Vascon, S.; Demontis, A.; Biggio, B.; Roli, F.; Pelillo, M. - IEEE, Institute of Electrical and Electronics Engineers
Are spoofs from latent fingerprints a real threat for the best state-of-art liveness detectors? 1-Jan-2021 Casula, R.; Orru', G.; Angioni, D.; Feng, X.; Marcialis, G. L.; Roli, F. - Institute of Electrical and Electronics Engineers
Adversarial EXEmples: A Survey and Experimental Evaluation of Practical Attacks on Machine Learning for Windows Malware Detection 1-Jan-2021 Demetrio, L.; Coull, S. E.; Biggio, B.; Lagorio, G.; Armando, A.; Roli, F. ACM TRANSACTIONS ON PRIVACY AND SECURITY -
Detecting Anomalies from Video-Sequences: a Novel Descriptor 1-Jan-2021 Orru', G.; Ghiani, D.; Pintor, M.; Marcialis, G. L.; Roli, F. - Institute of Electrical and Electronics Engineers
Fingerprint recognition with embedded presentation attacks detection: are we ready? 1-Jan-2021 Micheletto, M.; Marcialis, G. L.; Orru', G.; Roli, F. IEEE TRANSACTIONS ON INFORMATION FORENSICS AND SECURITY -
Functionality-Preserving Black-Box Optimization of Adversarial Windows Malware 1-Jan-2021 Demetrio, Luca; Biggio, Battista; Lagorio, Giovanni; Roli, Fabio; Armando, Alessandro IEEE TRANSACTIONS ON INFORMATION FORENSICS AND SECURITY -
EEG personal recognition based on ‘qualified majority’ over signal patches 1-Jan-2021 Panzino, Andrea; Orru', Giulia; Marcialis, GIAN LUCA; Roli, Fabio IET BIOMETRICS -
Slope: A First-order Approach for Measuring Gradient Obfuscation 1-Jan-2021 Pintor, M.; Demetrio, L.; Manca, G.; Biggio, B.; Roli, F. - -
Countermeasures Against Adversarial Examples in Radio Signal Classification 1-Jan-2021 Zhang, Lu; Lambotharan, Sangarapillai; Zheng, Gan; Assadhan, Basil; Roli, Fabio IEEE WIRELESS COMMUNICATIONS LETTERS -
CompactNet: learning a compact space for face presentation attack detection 1-Jan-2020 Li, Lei; Xia, Zhaoqiang; Jiang, Xiaoyue; Roli, Fabio; Feng, Xiaoyi NEUROCOMPUTING -
Deep neural rejection against adversarial examples 1-Jan-2020 Sotgiu, Angelo; Demontis, Ambra; Melis, Marco; Biggio, Battista; Fumera, Giorgio; Feng, Xiaoyi; Roli, Fabio EURASIP JOURNAL ON MULTIMEDIA AND INFORMATION SECURITY -
A novel classification-selection approach for the self updating of template-based face recognition systems 1-Jan-2020 Orrù, Giulia; Marcialis, Gian Luca; Roli, Fabio PATTERN RECOGNITION -
Adversarial Detection of Flash Malware: Limitations and Open Issues 1-Jan-2020 Maiorca, D.; Demontis, A.; Biggio, B.; Roli, F.; Giacinto, G. COMPUTERS & SECURITY -
Infrared and visible image fusion using a shallow CNN and structural similarity constraint 1-Jan-2020 Li, Lei; Xia, Zhaoqiang; Han, Huijian; He, Guiqing; Roli, Fabio; Feng, Xiaoyi IET IMAGE PROCESSING -
Explaining vulnerabilities of deep learning to adversarial malware binaries 1-Jan-2019 Demetrio, Luca; Biggio, Battista; Lagorio, Giovanni; Roli, Fabio; Armando, Alessandro - -
Review of fingerprint presentation attack detection competitions 1-Jan-2019 Yambay, David; Ghiani, Luca; Marcialis, Gian Luca; Roli, Fabio; Schuckers, Stephanie - Springer London
DEICTIC: a compositional and declarative gesture description based on hidden markov models 1-Jan-2019 Carcangiu, Alessandro; Spano, Lucio Davide; Fumera, Giorgio; Roli, Fabio INTERNATIONAL JOURNAL OF HUMAN-COMPUTER STUDIES -
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
An experimental investigation on self adaptive facial recognition algorithms using a long time span data set 1-Jan-2019 Orru', Giulia; Marcialis, GIAN LUCA; Roli, Fabio - IEEE (Institute of Electrical and Electronics Engineers)
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
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 -
Showing results 1 to 50 of 390
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