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As the web moves away from stateful tracking, browser fingerprinting is becoming more prevalent. Unfortunately, existing approaches to detect browser fingerprinting do not take into account potential evasion tactics such as code…

密码学与安全 · 计算机科学 2022-06-29 Ray Ngan , Surya Konkimalla , Zubair Shafiq

Program obfuscation is increasingly popular among malware creators. Objectively comparing different malware detection approaches with respect to their resilience against obfuscation is challenging. To the best of our knowledge, there is no…

密码学与安全 · 计算机科学 2015-02-16 Sebastian Banescu , Tobias Wüchner , Marius Guggenmos , Martín Ochoa , Alexander Pretschner

With the increasingly rapid development of new malicious computer software by bad faith actors, both commercial and research-oriented antivirus detectors have come to make greater use of machine learning tactics to identify such malware as…

密码学与安全 · 计算机科学 2021-12-07 Hamish Spencer , Wei Wang , Ruoxi Sun , Minhui Xue

Software testing is one of the most popular validation techniques in the software industry. Surprisingly, we can only find a few approaches to testing in the context of logic programming. In this paper, we introduce a systematic approach…

编程语言 · 计算机科学 2020-02-19 Fred Mesnard , Étienne Payet , Germán Vidal

Malware writers have employed various obfuscation and polymorphism techniques to thwart static analysis approaches and bypassing antivirus tools. Dynamic analysis techniques, however, have essentially overcome these deceits by observing the…

密码学与安全 · 计算机科学 2014-10-09 Waqas Aman

The constant growth in the number of malware - software or code fragment potentially harmful for computers and information networks - and the use of sophisticated evasion and obfuscation techniques have seriously hindered classic…

密码学与安全 · 计算机科学 2021-06-11 Nicola Loi , Claudio Borile , Daniele Ucci

The weaponization of LLMs for automated malware generation poses an existential threat to conventional detection paradigms. AI-generated malware exhibits polymorphic, metamorphic, and context-aware evasion capabilities that render…

密码学与安全 · 计算机科学 2026-03-11 George Edwards , Mahdi Eslamimehr

Many cybersecurity attacks rely on analyzing a binary executable to find exploitable sections of code. Code obfuscation is used to prevent attackers from reverse engineering these executables. In this work, we focus on control flow…

密码学与安全 · 计算机科学 2019-08-28 Novak Boskov , Mihailo Isakov , Michel A. Kinsy

Concolic execution is a powerful program analysis technique for exploring execution paths in a systematic manner. Compare to random-mutation-based fuzzing, concolic execution is especially good at exploring paths that are guarded by complex…

密码学与安全 · 计算机科学 2019-05-24 Wookhyun Han , Md Lutfor Rahman , Yuxuan Chen , Chengyu Song , Byoungyoung Lee , Insik Shin

Malware analysis and detection techniques have been evolving during the last decade as a reflection to development of different malware techniques to evade network-based and host-based security protections. The fast growth in variety and…

密码学与安全 · 计算机科学 2018-08-06 Andrii Shalaginov , Sergii Banin , Ali Dehghantanha , Katrin Franke

Malware authors are continuously evolving their code base to include counter-analysis methods that can significantly hinder their detection and blocking. While the execution of malware in a sandboxed environment may provide a lot of…

密码学与安全 · 计算机科学 2022-04-11 Vasilis Vouvoutsis , Fran Casino , Constantinos Patsakis

For a long time, malware classification and analysis have been an arms-race between antivirus systems and malware authors. Though static analysis is vulnerable to evasion techniques, it is still popular as the first line of defense in…

密码学与安全 · 计算机科学 2024-01-23 Shoumik Saha , Sadia Afroz , Atif Rahman

Malicious software is an integral part of cybercrime defense. Due to the growing number of malicious attacks and their target sources, detecting and preventing the attack becomes more challenging due to the assault's changing behavior. The…

密码学与安全 · 计算机科学 2023-08-10 Mohammad Aziz , Ali Saeed Alfoudi

Malware often uses obfuscation techniques or is modified slightly to evade signature detection from antivirus software and malware analysis tools. Traditionally, to determine if a file is malicious and identify what type of malware a sample…

密码学与安全 · 计算机科学 2021-11-30 Adam Lockett

The perpetual opposition between antiviruses and malware leads both parties to evolve continuously. On the one hand, antiviruses put in place solutions that are more and more sophisticated and propose more complex detection techniques in…

密码学与安全 · 计算机科学 2020-09-28 Cédric Herzog , Valérie Viet Triem Tong , Pierre Wilke , Arnaud van Straaten , Jean-Louis Lanet

Modern malware poses a severe threat to cybersecurity, continually evolving in sophistication. To combat this threat, researchers and security professionals continuously explore advanced techniques for malware detection and analysis.…

密码学与安全 · 计算机科学 2024-04-26 Pasquale Caporaso , Giuseppe Bianchi , Francesco Quaglia

A novel approach to malware classification is introduced based on analysis of instruction traces that are collected dynamically from the program in question. The method has been implemented online in a sandbox environment (i.e., a security…

应用统计 · 统计学 2014-04-10 Curtis Storlie , Blake Anderson , Scott Vander Wiel , Daniel Quist , Curtis Hash , Nathan Brown

Machine learning-based static malware detectors remain vulnerable to adversarial evasion techniques, such as metamorphic engine mutations. To address this vulnerability, we propose a certifiably robust malware detection framework based on…

密码学与安全 · 计算机科学 2026-04-23 Nandakrishna Giri , Asmitha K. A. , Serena Nicolazzo , Antonino Nocera , Vinod P

Backdoor Malware are installed by an attacker on the victim's server(s) for authorized access. A customized backdoor is weaponized to execute unauthorized system, database and application commands to access the user credentials and…

密码学与安全 · 计算机科学 2025-02-07 Anthony Cheuk Tung Lai , Vitaly Kamluk , Alan Ho , Ping Fan Ke , Byron Wai

Software deobfuscation is a crucial activity in security analysis and especially, in malware analysis. While standard static and dynamic approaches suffer from well-known shortcomings, Dynamic Symbolic Execution (DSE) has recently been…

密码学与安全 · 计算机科学 2016-12-20 Robin David , Sébastien Bardin , Jean-Yves Marion