Think Twice Before You Act: Protecting LLM Agents Against Tool Description Poisoning via Isolated Planning
Shanghao Shi · Xiao Wang · Chaoyu Zhang · Hao Li · Wenjing Lou · Thomas Hou · Yevgeniy Vorobeychik · Chongjie Zhang · Ning Zhang
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Shanghao Shi · Xiao Wang · Chaoyu Zhang · Hao Li · Wenjing Lou · Thomas Hou · Yevgeniy Vorobeychik · Chongjie Zhang · Ning Zhang
Luise Ge · Yongyan Zhang · Yevgeniy Vorobeychik
The use of large language models either as decision support systems, or in agentic workflows, is rapidly transforming the digital ecosystem. However, the understanding of LLM decision-making under uncertainty remains limited. We initiate a comparative study of LLM risky choices along two dimensio...
Xinhang Ma · William Yeoh · Ning Zhang · Yevgeniy Vorobeychik
Knowledge distillation is a widely adopted technique for transferring capabilities from LLMs to smaller, more efficient student models.However, unauthorized use of knowledge distillation takes unfair advantage of the considerable effort and cost put into developing frontier models.We investigate...
Luise Ge · Gregory Kehne · Yevgeniy Vorobeychik
Xinhang Ma · Junlin Wu · Hussein Sibai · Yiannis Kantaros · Yevgeniy Vorobeychik