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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

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Mengxian Lyu

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Open access Sep 2026

Less Can Be Better: Decomposing Clinical Data Modalities in Large Language Model-based Healthcare Applications

The benefits of multimodal data integration are task-dependent and healthcare LLMs should examine clinical data modalities according to specific tasks for efficient integration, and provide practical guidance for designing efficient clinical decision support systems.

Cheng Peng, Mengxian Lyu, Ziyi Chen et al. · 0 citations
Preprint Aug 2026

An Agentic Generative Large Language Model for Treatment Planning of Colorectal Cancer

Treatment planning in precision oncology requires synthesizing heterogeneous patient information with rapidly evolving clinical guidelines to ensure guideline-concordant care. While large language models (LLMs) show promise in many diagnostic tasks, their adoption for high-stakes treatment planning is hindered by compl...

Mengxian Lyu, Cheng Peng, Tim Jang et al. · 0 citations

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