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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

Xiaorui Liu

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#machine learning Mar 2025

Traffic Engineering in Large-Scale Networks With Generalizable Graph Neural Networks

TELGEN is a novel TE algorithm that learns to solve TE problems efficiently in large-scale network scenarios, while achieving superior generalizability across diverse network conditions and shows less than 3% optimality gap while ensuring feasibility in all testing scenarios.

Fangtong Zhou, Sihao Liu, Xiaorui Liu et al. · 1 citation
#graph neural networks Sep 2026

Harnessing Trust in Directed Graphs: Redefining Robustness of Graph Learning

Existing research on robust Graph Neural Networks (GNNs) focuses predominantly on undirected graphs, overlooking the trustworthiness inherent in the link directions of directed graphs. In this work, we analyze the limitations of current approaches from both the attack and defense perspectives and redefine the robustnes...

Zhi-Chao Hou, Xitong Zhang, Wei Wang et al. · 0 citations

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