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20242026
most citedSimilar but Patched Code Considered Harmful -- The Impact of Similar but Patched Code on Recurring Vulnerability Detection and How to Remove Them

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cs.CR2026

From Component Manipulation to System Compromise: Understanding and Detecting Malicious MCP Servers

Yiheng Huang, Zhijia Zhao, Bihuan Chen +5

The model context protocol (MCP) standardizes how LLMs connect to external tools and data sources, enabling faster integration but introducing new attack vectors. Despite the growi…

cs.SE2026

Mitigating Implicit Inconsistencies in Patch Porting

Shengyi Pan, Zhongxin Liu, Jiayuan Zhou +3

Promptly porting patches from a source codebase to its variants (e.g., forks and branches) is essential for mitigating propagated defects and vulnerabilities. Recent studies have e…

cs.SE2026

RACE-Bench: A Reasoning-Augmented Benchmark for Repository-Level Code Agents on Feature Addition

Shuhan Liu, Zhiyi Zhao, Xing Hu +3

Repository-level code agents have shown strong promise in real-world feature addition tasks, making reliable evaluation of their capabilities increasingly important. However, exist…

cs.SE2026

Assessing the Cross-Version Applicability of Java Library Vulnerability Exploits

Zirui Chen, Qi Zhan, Jiayuan Zhou +3

Open-source software supply chain security relies heavily on assessing affected versions of library vulnerabilities. While prior studies have leveraged exploits for verifying vulne…

cs.SE2026

Multi-Agent End-to-End Vulnerability Management for Mitigating Recurring Vulnerabilities

Zelong Zheng, Jiayuan Zhou, Xing Hu +2

Software vulnerability management has become increasingly critical as modern systems scale in size and complexity. However, existing automated approaches remain insufficient. Tradi…