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Large pre-trained Vision-Language Models (VLMs) like CLIP, despite having remarkable generalization ability, are highly vulnerable to adversarial examples. This work studies the adversarial robustness of VLMs from the novel perspective of…

计算机视觉与模式识别 · 计算机科学 2024-03-05 Lin Li , Haoyan Guan , Jianing Qiu , Michael Spratling

Stream-based communication dominates today's Internet, posing unique challenges for anonymous communication networks (ACNs). Traditionally designed for independent messages, ACNs struggle to account for the inherent vulnerabilities of…

密码学与安全 · 计算机科学 2025-04-22 Christoph Döpmann , Maximilian Weisenseel , Florian Tschorsch

Host-based threats such as Program Attack, Malware Implantation, and Advanced Persistent Threats (APT), are commonly adopted by modern attackers. Recent studies propose leveraging the rich contextual information in data provenance to detect…

密码学与安全 · 计算机科学 2025-04-04 Su Wang , Zhiliang Wang , Tao Zhou , Xia Yin , Dongqi Han , Han Zhang , Hongbin Sun , Xingang Shi , Jiahai Yang

The need for countering Advanced Persistent Threat (APT) attacks has led to the solutions that ubiquitously monitor system activities in each enterprise host, and perform timely abnormal system behavior detection over the stream of…

密码学与安全 · 计算机科学 2020-03-02 Peng Gao , Xusheng Xiao , Ding Li , Kangkook Jee , Haifeng Chen , Sanjeev R. Kulkarni , Prateek Mittal

The need for countering Advanced Persistent Threat (APT) attacks has led to the solutions that ubiquitously monitor system activities in each enterprise host, and perform timely attack investigation over the monitoring data for uncovering…

密码学与安全 · 计算机科学 2019-03-20 Peng Gao , Xusheng Xiao , Zhichun Li , Kangkook Jee , Fengyuan Xu , Sanjeev R. Kulkarni , Prateek Mittal

Advanced Persistent Threats (APTs) pose a severe challenge to cyber defense due to their stealthy behavior and the extreme class imbalance inherent in detection datasets. To address these issues, we propose a novel active learning-based…

机器学习 · 计算机科学 2025-08-27 Sidahmed Benabderrahmane , Talal Rahwan

The Model Context Protocol (MCP) has become a widely adopted interface for LLM agents to invoke external tools, yet learned monitoring of MCP tool-call traffic remains underexplored. In this article, the proposed detector is presented as an…

密码学与安全 · 计算机科学 2026-05-25 Sultan Zavrak

Static malware analysis is well-suited to endpoint anti-virus systems as it can be conducted quickly by examining the features of an executable piece of code and matching it to previously observed malicious code. However, static code…

密码学与安全 · 计算机科学 2018-06-19 Matilda Rhode , Pete Burnap , Kevin Jones

Effective attribution of Advanced Persistent Threats (APTs) increasingly hinges on the ability to correlate behavioral patterns and reason over complex, varied threat intelligence artifacts. We present AURA (Attribution Using…

密码学与安全 · 计算机科学 2025-06-13 Nanda Rani , Sandeep Kumar Shukla

Cyber Threat hunting is a proactive search for known attack behaviors in the organizational information system. It is an important component to mitigate advanced persistent threats (APTs). However, the attack behaviors recorded in…

密码学与安全 · 计算机科学 2021-04-21 Renzheng Wei , Lijun Cai , Aimin Yu , Dan Meng

Advanced Persistent Threats (APTs) have created new security challenges for critical infrastructures due to their stealthy, dynamic, and adaptive natures. In this work, we aim to lay a game-theoretic foundation by establishing a multi-stage…

计算机科学与博弈论 · 计算机科学 2018-09-10 Linan Huang , Quanyan Zhu

The Model Context Protocol (MCP) is a new and emerging technology that extends the functionality of large language models, improving workflows but also exposing users to a new attack surface. Several studies have highlighted related…

密码学与安全 · 计算机科学 2026-04-14 Tobias Mattsson , Samuel Nyberg , Anton Borg , Ricardo Britto

Nowadays, almost all electronic devices include a communication interface that allows to interact with them, exchange data, or operate their services remotely. The trend toward increased interconnectivity simultaneously increases the…

密码学与安全 · 计算机科学 2021-07-22 Korbinian Christl , Thorsten Tarrach

Large Language Models (LLMs) are widely deployed in diverse real-world settings, yet remain vulnerable to jailbreaking, where prompt-based attacks bypass safety filters. We present THREAT (Targeted Harmful generation via Reframing and…

密码学与安全 · 计算机科学 2026-05-22 Shahnewaz Karim Sakib , Swati Kar , Anindya Bijoy Das

Modern AI agents execute real-world side effects through tool calls such as file operations, shell commands, HTTP requests, and database queries. A single unsafe action, including accidental deletion, credential exposure, or data…

人工智能 · 计算机科学 2026-05-07 Chenglin Yang

Rapid adoption of AI technologies raises several major security concerns, including the risks of adversarial perturbations, which threaten the confidentiality and integrity of AI applications. Protecting AI hardware from misuse and diverse…

密码学与安全 · 计算机科学 2025-03-11 Habibur Rahaman , Atri Chatterjee , Swarup Bhunia

Collecting data on underground criminal communities is highly valuable both for security research and security operations. Unfortunately these communities live within a constellation of diverse online forums that are difficult to…

信息检索 · 计算机科学 2022-12-08 Michele Campobasso , Luca Allodi

While most organizations continue to invest in traditional network defences, a formidable security challenge has been brewing within their own boundaries. Malicious insiders with privileged access in the guise of a trusted source have…

密码学与安全 · 计算机科学 2018-09-10 Anagi Gamachchi , Serdar Boztas

Machine learning models are commonly used for malware classification; however, they suffer from performance degradation over time due to concept drift. Adapting these models to changing data distributions requires frequent updates, which…

机器学习 · 计算机科学 2025-08-05 Md Tanvirul Alam , Aritran Piplai , Nidhi Rastogi

Malicious software (malware) causes much harm to our devices and life. We are eager to understand the malware behavior and the threat it made. Most of the record files of malware are variable length and text-based files with time stamps,…

密码学与安全 · 计算机科学 2022-08-12 S. W. Hsiao , P. Y. Chu