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Sponsored AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI

Author

Shao-Yuan Wu

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Case report Open access Aug 2026

Beyond Centrality: Conditional Connectivity and Boundary Control in Interdependent Networks

Network analysis has transformed the study of power by showing how centrality, brokerage, dependence, exit options, and network topology shape influence. This working paper develops a Node-Boundary-Network-System framework centered on conditional usability. It defines a boundary as an actor-, function-, direction-, and...

Shao-Yuan Wu · 0 citations
Conference Aug 2026

Are Temporal Graph Based Intrusion Detection Results Trustworthy? A Dataset Audit and Evaluation Framework

Temporal Graph Neural Networks (TGNNs) have been increasingly applied to network intrusion detection (NID), with some studies reporting accuracy exceeding 99%. This paper argues that such performance can be an artifact of dataset construction flaws rather than genuine model capability. We conduct an empirical audit of...

Yin-Ning Zhang, Sait Suer, S. M. T. F. A. Chowdhoury et al. · 0 citations

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