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LLM-based agents are increasingly deployed in multi-agent systems (MAS). As these systems move toward real-world applications, their security becomes paramount. Existing research largely evaluates single-agent security, leaving a critical…

Multiagent Systems · Computer Science 2025-11-17 Nirmit Arora , Sathvik Joel , Ishan Kavathekar , Palak , Rohan Gandhi , Yash Pandya , Tanuja Ganu , Aditya Kanade , Akshay Nambi

TThis paper argues that \textbf{a comprehensive vulnerability analysis is essential for building trustworthy Large Language Model-based Multi-Agent Systems (LLM-MAS)}. These systems, which consist of multiple LLM-powered agents working…

Cryptography and Security · Computer Science 2026-05-19 Pengfei He , Yue Xing , Juanhui Li , Shen Dong , Zhenwei Dai , Xianfeng Tang , Hui Liu , Han Xu , Zhen Xiang , Charu C. Aggarwal , Hui Liu

Automated game testing is important for verifying game functionality, but it remains a costly and time-consuming process. Manual testing often misses edge cases, and current automated methods struggle to provide full code coverage. Prior…

Software Engineering · Computer Science 2026-05-15 Valliappan Chidambaram Adaikkappan , Vincent Martineau , Joshua Romoff , David Meger

Removing an agent from a cooperative team to measure its contribution seems natural, yet in multi-agent LLM systems this evaluation distorts the result it claims to measure. This failure is not isolated: learned critics, trajectory-level…

Machine Learning · Computer Science 2026-05-11 Yanjun Chen , Yirong Sun , Hanlin Wang , Jinghan Wang , Xinming Zhang , Xiaoyu Shen , Wenjie Li , Wei Zhang

Multi-agent systems face a fundamental architectural flaw: agent identity is bound to network location. When agents migrate between providers, scale across instances, or federate across organizations, URI-based identity schemes break…

Multiagent Systems · Computer Science 2026-01-22 Roland R. Rodriguez

An autonomous and resilient controller is proposed for leader-follower multi-agent systems under uncertainties and cyber-physical attacks. The leader is assumed non-autonomous with a nonzero control input, which allows changing the team…

Multiagent Systems · Computer Science 2018-04-10 Rohollah Moghadam , Hamidreza Modares

Large language models are increasingly deployed as *deep agents* that plan, maintain persistent state, and invoke external tools, shifting safety failures from unsafe text to unsafe *trajectories*. We introduce **AgentFence**, an…

Cryptography and Security · Computer Science 2026-02-10 Sai Puppala , Ismail Hossain , Md Jahangir Alam , Yoonpyo Lee , Jay Yoo , Tanzim Ahad , Syed Bahauddin Alam , Sajedul Talukder

Cooperative multi-agent multi-armed bandits (CMA2B) consider the collaborative efforts of multiple agents in a shared multi-armed bandit game. We study latent vulnerabilities exposed by this collaboration and consider adversarial attacks on…

Machine Learning · Computer Science 2023-11-06 Jinhang Zuo , Zhiyao Zhang , Xuchuang Wang , Cheng Chen , Shuai Li , John C. S. Lui , Mohammad Hajiesmaili , Adam Wierman

Security vulnerabilities present in a code that has been written in diverse programming languages are among the most critical yet complicated aspects of source code to detect. Static analysis tools based on rule-based patterns usually do…

Cryptography and Security · Computer Science 2025-08-19 Hael Abdulhakim Ali Humran , Ferdi Sonmez

Automatically generating 3D games in commercial game engines remains a non-trivial challenge, as it involves complex engine-related workflows for generating assets such as scenes, blueprints, and code. To address this challenge, we propose…

Human-Computer Interaction · Computer Science 2026-04-09 Lei Yin , Wentao Cheng , Zhida Qin , Tianyu Huang , Yidong Li , Gangyi Ding

Software Vulnerability (SV) assessment is a crucial process of determining different aspects of SVs (e.g., attack vectors and scope) for developers to effectively prioritize efforts in vulnerability mitigation. It presents a challenging and…

Software Engineering · Computer Science 2025-01-28 Xin-Cheng Wen , Jiaxin Ye , Cuiyun Gao , Lianwei Wu , Qing Liao

Software testing is a very expensive and time consuming process. It can account for up to 50% of the total cost of the software development. Distributed systems make software testing a daunting task. The research described in this paper…

Distributed, Parallel, and Cluster Computing · Computer Science 2015-12-02 Hany F. El Yamany , Miriam Capretz , Luiz Fernando Capretz

Software vulnerability management has become increasingly critical as modern systems scale in size and complexity. However, existing automated approaches remain insufficient. Traditional static analysis methods struggle to precisely capture…

Software Engineering · Computer Science 2026-01-27 Zelong Zheng , Jiayuan Zhou , Xing Hu , Yi Gao , Shengyi Pan

Automated testing of computer games is a challenging problem, especially when lengthy scenarios have to be tested. Automating such a scenario boils down to finding the right sequence of interactions given an abstract description of the…

Software Engineering · Computer Science 2024-05-21 Samira Shirzadeh-hajimahmood , I. S. W. B. Prasteya , Mehdi Dastani , Frank Dignum

Software testing has progressed toward intelligent automation, yet current AI-based test generators still suffer from static, single-shot outputs that frequently produce invalid, redundant, or non-executable tests due to the lack of…

Software Engineering · Computer Science 2026-01-07 Saba Naqvi , Mohammad Baqar , Nawaz Ali Mohammad

Background: Large-scale biological jobs on high-performance computing systems require manual intervention if one or more computing cores on which they execute fail. This places not only a cost on the maintenance of the job, but also a cost…

Distributed, Parallel, and Cluster Computing · Computer Science 2014-03-04 Blesson Varghese , Gerard McKee , Vassil Alexandrov

We consider a two-player network inspection game, in which a defender allocates sensors with potentially heterogeneous detection capabilities in order to detect multiple attacks caused by a strategic attacker. The objective of the defender…

Computer Science and Game Theory · Computer Science 2023-02-13 Bobak McCann , Mathieu Dahan

Security in cloud computing has become a major concern due to several factors such as layered cloud architectures, dynamic environments, and exposure to unseen or zero-day attacks. Moreover, intrusion detection systems (IDS) typically…

Cryptography and Security · Computer Science 2026-05-18 Syed Waqas Ali , Ibrar Ali Shah , Farzana Zahid , Daniyal Munir , Hans D. Schotten

We introduce EvilGenie, a benchmark for reward hacking in programming settings. We source problems from LiveCodeBench and create an environment in which agents can easily reward hack, such as by hardcoding test cases or editing the testing…

Machine Learning · Computer Science 2026-05-19 Jonathan Gabor , Jayson Lynch , Jonathan Rosenfeld

Software bugs cost technology providers (e.g., AT&T) billions annually and cause developers to spend roughly 50% of their time on bug resolution. Traditional methods for bug localization often analyze the suspiciousness of code components…

Software Engineering · Computer Science 2026-02-17 Asif Mohammed Samir , Mohammad Masudur Rahman
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