LAMD: Context-driven Android Malware Detection and Classification with LLMs

Authors: Qian, Xingzhi, Zheng, Xinran, He, Yiling, Yang, Shuo, Cavallaro, Lorenzo

Subject Terms: Computer Science - Cryptography and Security, Computer Science - Artificial Intelligence, Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2502.13055

Learning Temporal Invariance in Android Malware Detectors

Authors: Zheng, Xinran, Yang, Shuo, Ngai, Edith C. H., Jana, Suman, Cavallaro, Lorenzo

Subject Terms: Computer Science - Cryptography and Security, Computer Science - Artificial Intelligence

Access URL: http://arxiv.org/abs/2502.05098

Defending against Adversarial Malware Attacks on ML-based Android Malware Detection Systems

Authors: He, Ping, Cavallaro, Lorenzo, Ji, Shouling

Subject Terms: Computer Science - Cryptography and Security, Computer Science - Artificial Intelligence, Computer Science - Machine Learning, Computer Science - Software Engineering

Access URL: http://arxiv.org/abs/2501.13782

On the Effectiveness of Adversarial Training on Malware Classifiers

Authors: Bostani, Hamid, Cortellazzi, Jacopo, Arp, Daniel, Pierazzi, Fabio, Moonsamy, Veelasha, Cavallaro, Lorenzo

Subject Terms: Computer Science - Machine Learning, Computer Science - Cryptography and Security

Access URL: http://arxiv.org/abs/2412.18218

On the Lack of Robustness of Binary Function Similarity Systems

Authors: Capozzi, Gianluca, Tang, Tong, Wan, Jie, Yang, Ziqi, D'Elia, Daniele Cono, Di Luna, Giuseppe Antonio, Cavallaro, Lorenzo, Querzoni, Leonardo

Subject Terms: Computer Science - Cryptography and Security, Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2412.04163

Context is the Key: Backdoor Attacks for In-Context Learning with Vision Transformers

Authors: Abad, Gorka, Picek, Stjepan, Cavallaro, Lorenzo, Urbieta, Aitor

Subject Terms: Computer Science - Cryptography and Security, Computer Science - Artificial Intelligence

Access URL: http://arxiv.org/abs/2409.04142

ML-Based Behavioral Malware Detection Is Far From a Solved Problem

Authors: Kaya, Yigitcan, Chen, Yizheng, Botacin, Marcus, Saha, Shoumik, Pierazzi, Fabio, Cavallaro, Lorenzo, Wagner, David, Dumitras, Tudor

Subject Terms: Computer Science - Cryptography and Security

Access URL: http://arxiv.org/abs/2405.06124

Pitfalls in Machine Learning for Computer Security.

Authors: Arp, Daniel^1,2, d.arp@tu-berlin.de, Quiring, Erwin^3,4, erwin.quiring@rub.de, Pendlebury, Feargus⁵, feargus@trustypatch.es, Warnecke, Alexander^1,2, a.warnecke@tu-berlin.de, Pierazzi, Fabio⁶, fabio.pierazzi@kcl.ac.uk, Wressnegger, Christian^7,8, c.wressnegger@kit.edu, Cavallaro, Lorenzo⁵, l.cavallaro@ucl.ac.uk, Rieck, Konrad^1,2, rieck@tu-berlin.de

Source: Communications of the ACM; Nov2024, Vol. 67 Issue 11, p104-112, 9p

Jigsaw Puzzle: Selective Backdoor Attack to Subvert Malware Classifiers

Authors: Yang, Limin, Chen, Zhi, Cortellazzi, Jacopo, Pendlebury, Feargus, Tu, Kevin, Pierazzi, Fabio, Cavallaro, Lorenzo, Wang, Gang

Source: 2023 IEEE Symposium on Security and Privacy (SP) SP Security and Privacy (SP), 2023 IEEE Symposium on. :719-736 May, 2023

Relation: 2023 IEEE Symposium on Security and Privacy (SP)

ROPfuscator: Robust Obfuscation with ROP

Authors: De Pasquale, Giulio, Nakanishi, Fukutomo, Ferla, Daniele, Cavallaro, Lorenzo

Source: 2023 IEEE Security and Privacy Workshops (SPW) SPW Security and Privacy Workshops (SPW), 2023 IEEE. :1-10 May, 2023

Relation: 2023 IEEE Security and Privacy Workshops (SPW)

Is It Overkill? Analyzing Feature-Space Concept Drift in Malware Detectors

Authors: Chen, Zhi, Zhang, Zhenning, Kan, Zeliang, Yang, Limin, Cortellazzi, Jacopo, Pendlebury, Feargus, Pierazzi, Fabio, Cavallaro, Lorenzo, Wang, Gang

Source: 2023 IEEE Security and Privacy Workshops (SPW) SPW Security and Privacy Workshops (SPW), 2023 IEEE. :21-28 May, 2023

Relation: 2023 IEEE Security and Privacy Workshops (SPW)

How to Train your Antivirus: RL-based Hardening through the Problem-Space

Authors: Tsingenopoulos, Ilias, Cortellazzi, Jacopo, Bošanský, Branislav, Aonzo, Simone, Preuveneers, Davy, Joosen, Wouter, Pierazzi, Fabio, Cavallaro, Lorenzo

Subject Terms: Computer Science - Cryptography and Security, Computer Science - Artificial Intelligence

Access URL: http://arxiv.org/abs/2402.19027

Unraveling the Key of Machine Learning Solutions for Android Malware Detection

Authors: Liu, Jiahao, Zeng, Jun, Pierazzi, Fabio, Cavallaro, Lorenzo, Liang, Zhenkai

Subject Terms: Computer Science - Cryptography and Security, Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2402.02953

TESSERACT: Eliminating Experimental Bias in Malware Classification across Space and Time (Extended Version)

Authors: Kan, Zeliang, McFadden, Shae, Arp, Daniel, Pendlebury, Feargus, Jordaney, Roberto, Kinder, Johannes, Pierazzi, Fabio, Cavallaro, Lorenzo

Subject Terms: Computer Science - Machine Learning, Computer Science - Cryptography and Security, Computer Science - Performance

Access URL: http://arxiv.org/abs/2402.01359

Adversarial Markov Games: On Adaptive Decision-Based Attacks and Defenses

Authors: Tsingenopoulos, Ilias, Rimmer, Vera, Preuveneers, Davy, Pierazzi, Fabio, Cavallaro, Lorenzo, Joosen, Wouter

Subject Terms: Computer Science - Artificial Intelligence, Computer Science - Cryptography and Security

Access URL: http://arxiv.org/abs/2312.13435

Locate and Verify: A Two-Stream Network for Improved Deepfake Detection

Authors: Shuai, Chao, Zhong, Jieming, Wu, Shuang, Lin, Feng, Wang, Zhibo, Ba, Zhongjie, Liu, Zhenguang, Cavallaro, Lorenzo, Ren, Kui

Subject Terms: Computer Science - Computer Vision and Pattern Recognition

Access URL: http://arxiv.org/abs/2309.11131

DFIL: Deepfake Incremental Learning by Exploiting Domain-invariant Forgery Clues

Authors: Pan, Kun, Yifang, Yin, Wei, Yao, Lin, Feng, Ba, Zhongjie, Liu, Zhenguang, Wang, ZhiBo, Cavallaro, Lorenzo, Ren, Kui

Subject Terms: Computer Science - Computer Vision and Pattern Recognition, Computer Science - Artificial Intelligence

Access URL: http://arxiv.org/abs/2309.09526

Exploiting Code Symmetries for Learning Program Semantics

Authors: Pei, Kexin, Li, Weichen, Jin, Qirui, Liu, Shuyang, Geng, Scott, Cavallaro, Lorenzo, Yang, Junfeng, Jana, Suman

Subject Terms: Computer Science - Machine Learning, Computer Science - Cryptography and Security, Computer Science - Programming Languages

Access URL: http://arxiv.org/abs/2308.03312

Transcending TRANSCEND: Revisiting Malware Classification in the Presence of Concept Drift

Authors: Barbero, Federico, Pendlebury, Feargus, Pierazzi, Fabio, Cavallaro, Lorenzo

Source: 2022 IEEE Symposium on Security and Privacy (SP) SP Security and Privacy (SP), 2022 IEEE Symposium on. :805-823 May, 2022

Relation: 2022 IEEE Symposium on Security and Privacy (SP)

Do you still need a manual smart contract audit?

Authors: David, Isaac, Zhou, Liyi, Qin, Kaihua, Song, Dawn, Cavallaro, Lorenzo, Gervais, Arthur

Subject Terms: Computer Science - Cryptography and Security

Access URL: http://arxiv.org/abs/2306.12338