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Sponsored Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt

Author

Bin-Bin Zhao

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Sep 2026

Mining Invariants to Enhance Fuzzing for Detecting Functional Bugs in Smart Contracts

Smart contracts, which are fundamental to DeFi financial systems, are vulnerable to exploitable bugs that can cause substantial monetary losses. A recent study shows that over 80% of these exploitable bugs, primarily functional bugs, evade detection by existing tools. Automatically identifying functional bugs in smart...

Xing-Shuang Lin, Bin-Bin Zhao, Qin-Ge Xie et al. · 0 citations
2026

SymSyz: Improving Hybrid Kernel Fuzzing With Environment Synchronization and Optimized Symbolic Execution

Hybrid kernel fuzzing combines kernel fuzzing and symbolic execution: symbolic execution resolves hard-to-reach branch conditions, while kernel fuzzing mitigates path explosion. This collaboration has shown strong potential for uncovering deep kernel vulnerabilities. However, existing approaches have not fully accounte...

Lu Xu, Baosheng Wang, Bo Yu et al. · 0 citations
#natural language process... Preprint Aug 2026

Beyond the Payload: How User Invocation Shapes Coding Agent Vulnerability to Repository Poisoning

CIPR (Coding In Poisoned Repos), the first benchmark that systematically varies PLCs in poisoned real-world repositories, is introduced and highlights that coding agent vulnerability is not a static property, but a dynamic outcome shaped by everyday user configurations.

Fu-Kang Zhu, Bin-Bin Zhao, Rui-Xiao Lin et al. · 0 citations

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