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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

Author

Ji-Ze Zhang

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2 papers indexed here

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Dec 2026

Exploiting Output Coordinates for Efficient Global Sensitivity Analysis of Regional Storm Surge Forecasting via Neural Fields

A framework that integrates neural field surrogates into variance-based global sensitivity analysis of high-dimensional spatially distributed outputs, replacing multiple dimensionality-reduction and surrogate-fitting steps with a single unified model enables more reliable identification of the dominant drivers of storm...

Wen-Jun Jiang, Zi-Hao Song, Yun-Cheng He et al. · 0 citations
Sep 2026

Elastic versus viscoelastic physics-informed neural networks for transient flow modeling in high-density polyethylene pipes

This paper highlights a crucial aspect of physics-informed neural networks (PINNs): their success hinges on accurately capturing the dominant physical mechanisms. This principle is illustrated for fluid-borne transient waves within high-density polyethylene (HDPE) pipelines by comparing two PINN formulations across neg...

Xing-Jian Wang, Muhammad Waqar, Can Xu et al. · 0 citations

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