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HIF: The hypergraph interchange format for higher-order networks

  • Martín Coll
  • , Cliff A. Joslyn
  • , Nicholas W. Landry*
  • , Quintino Francesco Lotito
  • , Audun Myers
  • , Joshua Pickard
  • , Brenda Praggastis
  • , Przemysław Szufel
  • *Corresponding author for this work
  • Universidad de Buenos Aires
  • Pacific Northwest National Laboratory
  • State University of New York Binghamton University
  • University of Virginia
  • University of Vermont
  • University of Trento
  • Broad Institute
  • SGH Warsaw School Of Economics

Research output: Contribution to journalArticlepeer-review

Abstract (may include machine translation)

Many empirical systems contain complex interactions of arbitrary size, representing, for example, chemical reactions, social groups, co-authorship relationships, and ecological dependencies. These interactions are known as higher-order interactions, and the collection of these interactions comprise a higher-order network, or hypergraph. Hypergraphs have established themselves as a popular and versatile mathematical representation of such systems, and a number of software packages written in various programming languages have been designed to analyze these networks. However, the ecosystem of higher-order network analysis software is fragmented due to specialization of each software’s programming interface and compatible data representations. To enable seamless data exchange between higher-order network analysis software packages, we introduce the Hypergraph Interchange Format (HIF), a standardized format for storing higher-order network data. HIF supports multiple types of higher-order networks, including undirected hypergraphs, directed hypergraphs, and abstract simplicial complexes, while actively exploring extensions to represent multiplex hypergraphs, temporal hypergraphs, and ordered hypergraphs. To accommodate the wide variety of metadata used in different contexts, HIF also includes support for attributes associated with nodes, edges, and incidences. This initiative is a collaborative effort involving authors, maintainers, and contributors from prominent hypergraph software packages. This project introduces a JSON schema with corresponding documentation and unit tests, example HIF-compliant datasets, and tutorials demonstrating the use of HIF with several popular higher-order network analysis software packages.

Original languageEnglish
Article numbere21
JournalNetwork Science
Volume13
DOIs
StatePublished - 11 Dec 2025

Keywords

  • data standard
  • directed hypergraph
  • higher-order
  • hypergraph
  • network
  • simplicial complex

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