الباحثون

Jing Guo

المنشورات 2

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Federated Agent Optimization

Qiang Yang, Zhiqiang Kou, Xueyi Zhang وآخرون · 2026

Large language model (LLM) agents increasingly operate in private environments and accumulate valuable experience from task execution, tool use, feedback, and local knowledge. Yet such experience is distributed across organizations and cannot be directly shared because of privacy and proprietary constraints. Convention …

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pikit: A Composable Toolkit for Indirect Prompt Injection Research and Evaluation

Zonghao Ying, Xiangfan Wu, Bo Yang وآخرون · 2026

Indirect prompt injection embeds malicious instructions within external content retrieved by LLM-based agents, altering target behavior without user authorization. We introduce pikit, a research toolkit designed to systematically evaluate these threats across three core dimensions: attacks (13 methods), channels (16 ca …

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