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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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Xue Xia

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Preprint Oct 2026

CellChain: Benchmarking Cross-Scale Evidence Use for Perturbation Reasoning

Recent advances in foundation models and large-scale cellular perturbation datasets have driven growing interest in using LLMs to predict and reason about cellular responses. Biological reasoning in this setting involves relating molecular mechanisms, cellular responses, and functional outcomes across scales. Evaluatin...

Xue Xia, Yue Wang, Shui-Zhou Chen et al. · 0 citations

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