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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

Jin Wei

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2 papers indexed here

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Open access Sep 2026

MimicDB: Runtime Defense against Wrong-Result Bugs in Database Query Optimizers via Query-Rewriting Diversity

Wrong-result bugs undermine database reliability by allowing queries to com- plete successfully while silently returning incorrect data. Cross-product diversity can help expose these failures, but requires replicated state and compatibility across database sys- tems. MimicDB explores an alternative: selective query pro...

Ze-Lin Wang, Ping Chen, Jin Wei et al. · 0 citations
#small language model Review Sep 2026

Detecting and Localizing Segment-Level Poisoning in Multi-Source LLM-Agent Inputs

ActProbe, an internal-state-based framework for detecting and localizing poisoned segments in multi-source LLM inputs, is proposed and remains effective against defense-aware adaptive attacks and can protect black-box APIs through surrogate-based poisoned-segment removal.

Xue Tan, Chang-Hui Wang, Sanrui Yang et al. · 0 citations

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