A survey on graph neural networks for intrusion detection systems: Methods, trends and challenges

Commercial Realization

Startups and Open Source tools heavily associated with the concepts explored in this paper.

• GitHub
  World-Open-Graph/br-acc
  World Transparency Graph public codebase (🚧 website in progress)
• GitHub
  Lum1104/Understand-Anything
  Claude Code skills that turn any codebase into an interactive knowl...
• Product Hunt
  HelixDB
  An open-source OLTP graph-vector database built in Rust.
• Product Hunt
  NotebookLM Custom Infographic Styles
  Turn any source into a styled infographic

Associated Media Narrative

• What Are the Most Common Data Structures Every Programmer Should Know?
  C-sharpcorner.com • Apr 3, 2026
• Graph-go – zero config, full visibility
  Github.com • Apr 3, 2026
• Show HN: SparrowDB, SQLite of graph DB, written in Rust, Cypher compatible
  Github.com • Apr 2, 2026