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Large language models (LLMs) are increasingly deployed in enterprise settings where they interact with multiple users and are trained or fine-tuned on sensitive internal data. While fine-tuning enhances performance by internalizing domain…

The text generated by large language models is commonly controlled by prompting, where a prompt prepended to a user's query guides the model's output. The prompts used by companies to guide their models are often treated as secrets, to be…

计算与语言 · 计算机科学 2024-08-09 Yiming Zhang , Nicholas Carlini , Daphne Ippolito

Reinforcement Learning (RL) significantly enhances the reasoning abilities of large language models (LLMs), yet applying it to multi-turn agentic tasks remains challenging due to the long-horizon nature of interactions and the stochasticity…

人工智能 · 计算机科学 2026-04-03 Jingyue Gao , Yanjiang Guo , Xiaoshuai Chen , Jianyu Chen

With the growing adoption of retrieval-augmented generation (RAG) systems, various attack methods have been proposed to degrade their performance. However, most existing approaches rely on unrealistic assumptions in which external attackers…

密码学与安全 · 计算机科学 2025-10-31 Chanwoo Choi , Jinsoo Kim , Sukmin Cho , Soyeong Jeong , Buru Chang

Due to the complexity of modern computer systems, novel and unexpected behaviors frequently occur. Such deviations are either normal occurrences, such as software updates and new user activities, or abnormalities, such as misconfigurations,…

机器学习 · 计算机科学 2023-09-06 Quentin Fournier , Daniel Aloise , Leandro R. Costa

Decision-based attacks construct adversarial examples against a machine learning (ML) model by making only hard-label queries. These attacks have mainly been applied directly to standalone neural networks. However, in practice, ML models…

密码学与安全 · 计算机科学 2023-07-24 Chawin Sitawarin , Florian Tramèr , Nicholas Carlini

Attack Trees are a graphical model of security used to study threat scenarios. While visually appealing and supported by solid theories and effective tools, one of their main drawbacks remains the amount of effort required by security…

密码学与安全 · 计算机科学 2024-09-13 Alyzia-Maria Konsta , Gemma Di Federico , Alberto Lluch Lafuente , Andrea Burattin

Recent progress in ML and LLMs has improved vulnerability detection, and recent datasets have reduced label noise and unrelated code changes. However, most existing approaches still operate at the function level, where models are asked to…

Attack graphs provide a representation of possible actions that adversaries can perpetrate to attack a system. They are used by cybersecurity experts to make decisions, e.g., to decide remediation and recovery plans. Different approaches…

密码学与安全 · 计算机科学 2022-02-09 Kéren Saint-Hilaire , Frédéric Cuppens , Nora Cuppens , Joaquin Garcia-Alfaro

In most split-tunnel VPN/ZTNA deployments, installing an internal route authorizes the entire device, not a specific application, to use it. An unprivileged malicious process can therefore reach internal services by reusing routes intended…

密码学与安全 · 计算机科学 2026-04-20 Arul Thileeban Sagayam

Early detection of network intrusions and cyber threats is one of the main pillars of cybersecurity. One of the most effective approaches for this purpose is to analyze network traffic with the help of artificial intelligence algorithms,…

密码学与安全 · 计算机科学 2024-02-13 Giacomo Zonneveld , Lorenzo Principi , Marco Baldi

GraphQL is an open-source data query and manipulation language for web applications, offering a flexible alternative to RESTful APIs. However, its dynamic execution model and lack of built-in security mechanisms expose it to vulnerabilities…

密码学与安全 · 计算机科学 2025-04-21 Omar Tsai , Jianing Li , Tsz Tung Cheung , Lejing Huang , Hao Zhu , Jianrui Xiao , Iman Sharafaldin , Mohammad A. Tayebi

The rise of Large Language Models (LLMs) has led to significant applications but also introduced serious security threats, particularly from jailbreak attacks that manipulate output generation. These attacks utilize prompt engineering and…

密码学与安全 · 计算机科学 2025-02-20 Yanzeng Li , Yunfan Xiong , Jialun Zhong , Jinchao Zhang , Jie Zhou , Lei Zou

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

Kernel-based tests provide a simple yet effective framework that use the theory of reproducing kernel Hilbert spaces to design non-parametric testing procedures. In this paper we propose new theoretical tools that can be used to study the…

统计理论 · 数学 2022-09-02 Tamara Fernández , Nicolás Rivera

Due to the fourth industrial revolution, and the resulting increase in interconnectivity, industrial networks are more and more opened to publicly available networks. Apart from the huge benefit in manageability and flexibility, the…

密码学与安全 · 计算机科学 2019-05-29 Simon Duque Anton , Daniel Fraunholz , Stephan Teuber , Hans Dieter Schotten

Web applications are the target of many well known exploits and also a fertile ground for the discovery of security vulnerabilities. Yet, the success of an exploit depends both on the vulnerability in the application source code and the…

密码学与安全 · 计算机科学 2018-08-30 Stanislav Dashevskyi , Daniel Ricardo dos Santos , Fabio Massacci , Antonino Sabetta

Ensuring the reliability and availability of complex networked services demands effective root cause analysis (RCA) across cloud environments, data centers, and on-premises networks. Traditional RCA methods, which involve manual inspection…

网络与互联网体系结构 · 计算机科学 2025-07-08 Alexander Shan , Jasleen Kaur , Rahul Singh , Tarun Banka , Raj Yavatkar , T. Sridhar

We present ProvG-Searcher, a novel approach for detecting known APT behaviors within system security logs. Our approach leverages provenance graphs, a comprehensive graph representation of event logs, to capture and depict data provenance…

密码学与安全 · 计算机科学 2023-12-20 Enes Altinisik , Fatih Deniz , Husrev Taha Sencar

In a zero-trust fabless paradigm, designers are increasingly concerned about hardware-based attacks on the semiconductor supply chain. Logic locking is a design-for-trust method that adds extra key-controlled gates in the circuits to…

密码学与安全 · 计算机科学 2024-02-07 Yeganeh Aghamohammadi , Amin Rezaei