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Botnets are becoming increasingly prevalent as the primary enabling technology in a variety of malicious campaigns such as email spam, click fraud, distributed denial-of-service (DDoS) attacks, and cryptocurrency mining. Botnet technology…

密码学与安全 · 计算机科学 2019-08-12 Kapil Sinha , Arun Viswanathan , Julian Bunn

During the past four years, Flash malware has become one of the most insidious threats to detect, with almost 600 critical vulnerabilities targeting Adobe Flash disclosed in the wild. Research has shown that machine learning can be…

密码学与安全 · 计算机科学 2020-07-15 Davide Maiorca , Ambra Demontis , Battista Biggio , Fabio Roli , Giorgio Giacinto

Defenses against security threats have been an interest of recent studies. Recent works have shown that it is not difficult to attack a natural language processing (NLP) model while defending against them is still a cat-mouse game. Backdoor…

密码学与安全 · 计算机科学 2022-05-31 Sangeet Sagar , Abhinav Bhatt , Abhijith Srinivas Bidaralli

Malware classifiers are subject to training-time exploitation due to the need to regularly retrain using samples collected from the wild. Recent work has demonstrated the feasibility of backdoor attacks against malware classifiers, and yet…

密码学与安全 · 计算机科学 2022-02-14 Limin Yang , Zhi Chen , Jacopo Cortellazzi , Feargus Pendlebury , Kevin Tu , Fabio Pierazzi , Lorenzo Cavallaro , Gang Wang

Recently, the diffusion model has gained significant attention as one of the most successful image generation models, which can generate high-quality images by iteratively sampling noise. However, recent studies have shown that diffusion…

计算机视觉与模式识别 · 计算机科学 2025-09-12 Jiahao Chen , Yu Pan , Yi Du , Chunkai Wu , Lin Wang

Shared Web Hosting service enables hosting multitude of websites on a single powerful server. It is a well-known solution as many people share the overall cost of server maintenance and also, website owners do not need to deal with…

密码学与安全 · 计算机科学 2018-11-05 Seyed Ali Mirheidari , Sajjad Arshad , Saeidreza Khoshkdahan , Rasool Jalili

Last-level cache side-channel attacks have been mostly demonstrated in highly-controlled, quiescent local environments. Hence, it is unclear whether such attacks are feasible in a production cloud environment. In the cloud, side channels…

密码学与安全 · 计算机科学 2024-05-22 Zirui Neil Zhao , Adam Morrison , Christopher W. Fletcher , Josep Torrellas

Side-channel attacks have become a severe threat to the confidentiality of computer applications and systems. One popular type of such attacks is the microarchitectural attack, where the adversary exploits the hardware features to break the…

密码学与安全 · 计算机科学 2021-03-29 Xiaoxuan Lou , Tianwei Zhang , Jun Jiang , Yinqian Zhang

Deep neural networks have been demonstrated to be vulnerable to backdoor attacks. Specifically, by injecting a small number of maliciously constructed inputs into the training set, an adversary is able to plant a backdoor into the trained…

机器学习 · 统计学 2019-12-10 Alexander Turner , Dimitris Tsipras , Aleksander Madry

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

The landscape of malicious emails and cyber social engineering attacks in general are constantly evolving. In order to design effective defenses against these attacks, we must deeply understand the Psychological Tactics, PTacs, and…

密码学与安全 · 计算机科学 2024-08-22 Theodore Longtchi , Shouhuai Xu

Backdoor attacks are a kind of emergent security threat in deep learning. After being injected with a backdoor, a deep neural model will behave normally on standard inputs but give adversary-specified predictions once the input contains…

密码学与安全 · 计算机科学 2022-10-20 Yangyi Chen , Fanchao Qi , Hongcheng Gao , Zhiyuan Liu , Maosong Sun

Prompt-based approaches offer a cutting-edge solution to data privacy issues in continual learning, particularly in scenarios involving multiple data suppliers where long-term storage of private user data is prohibited. Despite delivering…

机器学习 · 计算机科学 2024-12-18 Trang Nguyen , Anh Tran , Nhat Ho

Current best practices heavily control user permissions on network systems. This effectively mitigates many insider threats regarding the collection and exfiltration of data. Many methods of covert communication involve crafting custom…

密码学与安全 · 计算机科学 2010-04-27 Kenton Born

Being on a mushrooming spree since at least 2013, malware can take a large toll on any system. In a perpetual cat-and-mouse chase with defenders, malware writers constantly conjure new methods to hide their code so as to evade detection by…

密码学与安全 · 计算机科学 2023-05-09 Efstratios Chatzoglou , Georgios Karopoulos , Georgios Kambourakis , Zisis Tsiatsikas

Random linear network coding can be used in peer-to-peer networks to increase the efficiency of content distribution and distributed storage. However, these systems are particularly susceptible to Byzantine attacks. We quantify the impact…

网络与互联网体系结构 · 计算机科学 2016-11-17 MinJi Kim , Luísa Lima , Fang Zhao , Joao Barros , Muriel Medard , Ralf Koetter , Ton Kalker , Keesook Han

We consider an echo-assisted communication model wherein block-coded messages, when transmitted across several frames, reach the destination as multiple noisy copies. We address adversarial attacks on such models wherein a subset of the…

信息论 · 计算机科学 2019-04-11 Mohit Goyal , J. Harshan

Code models are increasingly adopted in software development but remain vulnerable to backdoor attacks via poisoned training data. Existing backdoor attacks on code models face a fundamental trade-off between transferability and…

密码学与安全 · 计算机科学 2026-02-13 Shuyu Chang , Haiping Huang , Yanjun Zhang , Yujin Huang , Fu Xiao , Leo Yu Zhang

Webshell is a type of backdoor, and web applications are widely exposed to webshell injection attacks. Therefore, it is important to study webshell detection techniques. In this study, we propose a webshell detection method. We first…

密码学与安全 · 计算机科学 2025-02-28 Zhiqiang Wang , Haoyu Wang , Lu Hao

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