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This paper presents our experience specifying and verifying the correctness of ZooKeeper, a complex and evolving distributed coordination system. We use TLA+ to model fine-grained behaviors of ZooKeeper and use the TLC model checker to…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-10-16 Lingzhi Ouyang , Xudong Sun , Ruize Tang , Yu Huang , Madhav Jivrajani , Xiaoxing Ma , Tianyin Xu

The performance of Machine Learning (ML) and Deep Learning (DL)-based Intrusion Detection and Prevention Systems (IDS/IPS) is critically dependent on the relevance and quality of the datasets used for training and evaluation. However,…

Cryptography and Security · Computer Science 2025-11-18 Adrita Rahman Tori , Khondokar Fida Hasan

Logging code plays an important role in software systems by recording key events and behaviors, which are essential for debugging and monitoring. However, insecure logging practices can inadvertently expose sensitive information or enable…

Software Engineering · Computer Science 2026-04-23 He Yang Yuan , Xin Wang , Kundi Yao , An Ran Chen , Zishuo Ding , Zhenhao Li

Privacy protection raises great attention on both legal levels and user awareness. To protect user privacy, countries enact laws and regulations requiring software privacy policies to regulate their behavior. However, privacy policies are…

Cryptography and Security · Computer Science 2022-12-09 Kaifa Zhao , Le Yu , Shiyao Zhou , Jing Li , Xiapu Luo , Yat Fei Aemon Chiu , Yutong Liu

Vulnerability identification constitutes a task of high importance for cyber security. It is quite helpful for locating and fixing vulnerable functions in large applications. However, this task is rather challenging owing to the absence of…

Cryptography and Security · Computer Science 2023-06-09 Ammar Ahmed , Anwar Said , Mudassir Shabbir , Xenofon Koutsoukos

The generalization capabilities of Large Language Models (LLMs) have led to their widespread deployment across various applications. However, this increased adoption has introduced several security threats, notably in the forms of…

Cryptography and Security · Computer Science 2025-08-04 Francesco Panebianco , Stefano Bonfanti , Francesco Trovò , Michele Carminati

The definition of sixth-generation (6G) systems is being shaped by early standardization efforts, including the 3GPP TR 38.914 (Release 20) study on scenarios and requirements. This study introduces a comprehensive set of deployment…

Systems and Control · Electrical Eng. & Systems 2026-04-09 Victor Moznon Baeza , Symeon Chatzinotas

The rapid growth of Ethereum has made it more important to quickly and accurately detect smart contract vulnerabilities. While machine-learning-based methods have shown some promise, many still rely on rule-based preprocessing designed by…

Cryptography and Security · Computer Science 2025-12-15 Uisang Lee , Changhoon Chung , Junmo Lee , Soo-Mook Moon

The increasing adoption of neural networks in learning-augmented systems highlights the importance of model safety and robustness, particularly in safety-critical domains. Despite progress in the formal verification of neural networks,…

Machine Learning · Computer Science 2024-10-25 Shuowei Jin , Francis Y. Yan , Cheng Tan , Anuj Kalia , Xenofon Foukas , Z. Morley Mao

Neural networks are increasingly deployed in real-world safety-critical domains such as autonomous driving, aircraft collision avoidance, and malware detection. However, these networks have been shown to often mispredict on inputs with…

Machine Learning · Computer Science 2018-11-09 Shiqi Wang , Kexin Pei , Justin Whitehouse , Junfeng Yang , Suman Jana

Computational notebooks have emerged as the platform of choice for data science and analytical workflows, enabling rapid iteration and exploration. By keeping intermediate program state in memory and segmenting units of execution into…

Software Engineering · Computer Science 2021-06-22 Stephen Macke , Hongpu Gong , Doris Jung-Lin Lee , Andrew Head , Doris Xin , Aditya Parameswaran

Bugs in operating system kernels can affect billions of devices and users all over the world. As a result, a large body of research has been focused on kernel fuzzing, i.e., automatically generating syscall (system call) sequences to detect…

Cryptography and Security · Computer Science 2025-03-17 Chenyuan Yang , Zijie Zhao , Lingming Zhang

The increasing reliance on software in various applications has made the problem of software vulnerability detection more critical. Software vulnerabilities can lead to security breaches, data theft, and other negative outcomes. Traditional…

Software Engineering · Computer Science 2025-12-16 Saadh Jawwadh , Guhanathan Poravi

AI control protocols use monitors to detect attacks by untrusted AI agents, but standard single-score monitors face two limitations: they miss subtle attacks where outputs look clean but reasoning is off, and they collapse to near-zero…

Cryptography and Security · Computer Science 2026-04-07 Khanh Linh Nguyen , Hoa Nghiem , Tu Tran

Trigger-Action Programming (TAP) is a popular end-user programming framework in the home automation (HA) system, which eases users to customize home automation and control devices as expected. However, its simplified syntax also introduces…

Cryptography and Security · Computer Science 2024-07-15 Yinbo Yu , Yuanqi Xu , Kepu Huang , Jiajia Liu

New radio (NR) positioning in the Third Generation Partnership Project (3GPP) Release 18 (Rel-18) enables 5G-advanced networks to achieve ultra-high accuracy positioning without dependence on global navigation satellite systems (GNSS) with…

Information Theory · Computer Science 2024-02-01 Hyun-Su Cha , Gilsoo Lee , Amitava Ghosh , Matthew Baker , Sean Kelley , Juergen Hofmann

Software vulnerabilities can cause numerous problems, including crashes, data loss, and security breaches. These issues greatly compromise quality and can negatively impact the market adoption of software applications and systems.…

Since ML algorithms have proven their success in many different applications, there is also a big interest in privacy preserving (PP) ML methods for building models on sensitive data. Moreover, the increase in the number of data sources and…

Machine Learning · Computer Science 2024-10-17 Ali Burak Ünal , Nico Pfeifer , Mete Akgün

Open source software vulnerabilities pose significant security risks to downstream applications. While vulnerability databases provide valuable information for mitigation, many security patches are released silently in new commits of OSS…

Software Engineering · Computer Science 2025-03-27 Yiran Cheng , Ting Zhang , Lwin Khin Shar , Zhe Lang , David Lo , Shichao Lv , Dongliang Fang , Zhiqiang Shi , Limin Sun

Penetration testing is an essential means of proactive defense in the face of escalating cybersecurity incidents. Traditional manual penetration testing methods are time-consuming, resource-intensive, and prone to human errors. Current…

Cryptography and Security · Computer Science 2024-09-24 Yunfei Ge , Quanyan Zhu