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Image Credit: Arxiv

Lower Ricci Curvature for Hypergraphs

  • Introduction of hypergraph lower Ricci curvature (HLRC) to address challenges in geometric characterization of networks with higher-order interactions.
  • HLRC achieves a balance between interpretability and efficiency by offering a novel curvature metric for hypergraphs.
  • Evaluated on synthetic and real-world hypergraph datasets, HLRC consistently reveals meaningful higher-order organization and supports tasks like node classification and anomaly detection.
  • HLRC unifies geometric sensitivity with algorithmic simplicity, providing a versatile foundation for hypergraph analytics with implications for complex systems.

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