Publications

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Filters: Author is Davide Maiorca  [Clear All Filters]
Book Chapter
D. Maiorca, Ariu, D., Corona, I., e Giacinto, G., «An Evasion Resilient Approach to the Detection of Malicious PDF Files», in Information Systems Security and Privacy (Communication in Computer and Information Science), vol 576, Springer, 2015, pagg 68-85. (503.11 KB)
B. Biggio, Corona, I., Nelson, B., Rubinstein, B. I. P., Maiorca, D., Fumera, G., Giacinto, G., e Roli, F., «Security Evaluation of Support Vector Machines in Adversarial Environments», in Support Vector Machines Applications, Y. Ma e Guo, G. Springer International Publishing, 2014, pagg 105-153. (687.1 KB)
Conference Paper
B. Kolosnjaji, Demontis, A., Biggio, B., Maiorca, D., Giacinto, G., Eckert, C., e Roli, F., «Adversarial Malware Binaries: Evading Deep Learning for Malware Detection in Executables», in 2018 26th European Signal Processing Conference (EUSIPCO), Rome, 2018, pagg 533-537. (674.62 KB)
M. Aresu, Ariu, D., Ahmadi, M., Maiorca, D., e Giacinto, G., «Clustering Android Malware Families by Http Traffic», in 10h International Conference on Malicious and Unwanted Software (MALCON 2015), October 20-22th 2015, Fajardo, Puerto Rico, USA, 2015. (168.36 KB)
D. Maiorca, Russu, P., Corona, I., Biggio, B., e Giacinto, G., «Detection of Malicious Scripting Code through Discriminant and Adversary-Aware API Analysis», in 1st Italian Conference on CyberSecurity (ITASEC), 2017, vol 1816, pagg 96-105. (371.53 KB)
B. Biggio, Corona, I., Maiorca, D., Nelson, B., Srndic, N., Laskov, P., Giacinto, G., e Roli, F., «Evasion attacks against machine learning at test time», in European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD), 2013, vol 8190, pagg 387-402. (473.78 KB)
M. Melis, Maiorca, D., Biggio, B., Giacinto, G., e Roli, F., «Explaining Black-box Android Malware Detection», in 26th European Signal Processing Conference (EUSIPCO '18), Rome, Italy, 2018, pagg 524-528. (431.78 KB)
D. Maiorca, Corona, I., e Giacinto, G., «Looking at the Bag is not Enough to Find the Bomb: an Evasion of Structural Methods for Malicious PDF Files Detection», in 8th ACM Symposium on Information, Computer and Communications Security (ASIACCS 2013), Hangzhou, China, 2013. (2.12 MB)
I. Corona, Maiorca, D., Ariu, D., e Giacinto, G., «Lux0R: Detection of Malicious PDF-embedded JavaScript code through Discriminant Analysis of API References», in AISec'14: Proceedings of the 2014 ACM Workshop on Artificial Intelligence and Security, co-located with CCS '14, Scottdale, Arizona, USA, 2014. (455.14 KB)
D. Maiorca, Giacinto, G., e Corona, I., «A Pattern Recognition System for Malicious PDF Files Detection», in MLDM - International Conference on Machine Learning and Data Mining, Berlin, 2012, vol 7376, pagg 510-524. (1.74 MB)
T. Hupperich, Maiorca, D., Kührer, M., Holz, T., e Giacinto, G., «On the Robustness of Mobile Device Fingerprinting», in 31st Annual Computer Security and Applications Conference (ACSAC 2015), 7-10th December 2015, Los Angeles, USA, 2015, pagg 191-200. (301.87 KB)
D. Maiorca, Mercaldo, F., Giacinto, G., Visaggio, A., e Martinelli, F., «R-PackDroid: API Package-Based Characterization and Detection of Mobile Ransomware», in ACM Symposium on Applied Computing (SAC 2017 - Acceptance Rate 15.7%), 2017, pagg 1718-1723. (272.44 KB)
Conference Proceedings
J. Hoffmann, Rytilahti, T., Maiorca, D., Winandy, M., Giacinto, G., e Holz, T., «Evaluating Analysis Tools for Android Apps: Status Quo and Robustness against Obfuscation», Proceedings of the 6th ACM Conference on Data and Application Security and Privacy (CODASPY 2016, 09-11 March, 2016). 2016. (726.65 KB)
F. Meloni, Sanna, A., Maiorca, D., e Giacinto, G., «Extended Abstract: Effective Call Graph Fingerprinting for the Analysis and Classification of Windows Malware», 19th Conference on Detection of Intrusions and Malware & Vulnerability Assessment (DIMVA). pagg 42-52, 2022. (328.32 KB)
A. Janovsky, Maiorca, D., Marko, D., Matyas, V., e Giacinto, G., «A Longitudinal Study of Cryptographic API: A Decade of Android Malware», 19th International Conference on Security and Cryptography (SECRYPT). pagg 121-133, 2022. (251.06 KB)
G. Malandrone, Virdis, G., Maiorca, D., e Giacinto, G., «PowerDecode: A PowerShell Script Decoder Dedicated to Malware Analysis», 5th Italian Conference on CyberSecurity (ITASEC). 2021. (982.03 KB)
D. Ugarte, Maiorca, D., Cara, F., e Giacinto, G., «PowerDrive: Accurate De-Obfuscation and Analysis of PowerShell Malware», 16th Conference on Detection of Intrusions and Malware & Vulnerability Assessment (DIMVA). Springer, Gothenburg, Sweden, pagg 240-259, 2019. (352.39 KB)
L. Borzacchiello, Coppa, E., Maiorca, D., Columbu, A., Demetrescu, C., e Giacinto, G., «Reach Me if You Can: On Native Vulnerability Reachability in Android Apps», 27th European Symposium on Research in Computer Security (ESORICS). 2022. (979.51 KB)
D. Maiorca, Ariu, D., Corona, I., e Giacinto, G., «A Structural and Content-Based Approach for a Precise and Robust Detection of Malicious PDF Files», Proceedings of the 1st International Conference on Information Systems Security and Privacy (ICISSP 2015, 9-11th February 2015, Angers, France). pagg 27-36, 2015. (267.78 KB)
Journal Article
D. Maiorca, Demontis, A., Biggio, B., Roli, F., e Giacinto, G., «Adversarial Detection of Flash Malware: Limitations and Open Issues», Computers & Security, vol 96, 2020. (1.08 MB)
D. Maiorca e Biggio, B., «Digital Investigation of PDF Files: Unveiling Traces of Embedded Malware», IEEE Security and Privacy: Special Issue on Digital Forensics, vol 17, n° 1, pagg 63-71, 2019. (838.95 KB)
M. Melis, Scalas, M., Demontis, A., Maiorca, D., Biggio, B., Giacinto, G., e Roli, F., «Do Gradient-Based Explanations Tell Anything About Adversarial Robustness to Android Malware?», International Journal of Machine Learning and Cybernetics, vol 13, pagg 217-232, 2022. (1.2 MB)
M. Scalas, Maiorca, D., Mercaldo, F., Visaggio, C. Aaron, Martinelli, F., e Giacinto, G., «On the Effectiveness of System API-Related Information for Android Ransomware Detection», Computers and Security, vol 86, pagg 162-182, 2019. (706.92 KB)
F. Cara, Scalas, M., Giacinto, G., e Maiorca, D., «On the Feasibility of Adversarial Sample Creation Using the Android System API», Information, n° 11(9): 433, 2020. (1.26 MB)
D. Maiorca, Ariu, D., Corona, I., Aresu, M., e Giacinto, G., «Stealth Attacks: An Extended Insight into the Obfuscation Effects on Android Malware», Computers And Security (Elsevier), vol 51 (June), pagg 16-31, 2015. (413.99 KB)

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