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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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Zi-Yang Zhang

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#machine learning Preprint Sep 2026

XMatch: Enhancing Covariate-Aware Time Series Forecasting through Tree-Structured Exogenous Matching

XMatch (EXogenous MATCHing), a covariate-aware forecasting model that realizes a strategy that matches future and historical exogenous patterns and uses the corresponding endogenous patterns to enhance forecasting through a tree-structured matching process that adaptively adjusts the number of exogenous variables used...

Zi-Yang Zhang, Han-Yin Cheng, Xiangfei Qiu et al. · 0 citations

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