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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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Wen-Peng Yin

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Open access Aug 2026

PatternFormer: Learning Multiple Solution Patterns in Reaction--Diffusion Systems

Abstract Many nonlinear models across physics, chemistry, and biology exhibit multiple solutions for the same parameters, and capturing this entire solution set is essential for understanding pattern-forming systems. Yet existing learned surrogates are fundamentally single-valued: neural operators map each parameter to...

Wenrui Hao, Zhipeng Chang, Wen-Peng Yin · 0 citations

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