hypergraph embedding

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Most implemented papers archive 2025-07-28

6 shown of 6 papers with code (13 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• Deep Hyperedges: a Framework for Transductive and Inductive Learning on Hypergraphs
  7 Oct 2019 2 repositories listed
  From social networks to protein complexes to disease genomes to visual data, hypergraphs are everywhere.
• Heterogeneous Hypergraph Embedding for Recommendation Systems
  4 Jul 2024 1 repository listed
  However, two main challenges persist: i) Neglecting complex higher-order interactions in the KG-based user-item network, potentially leading to sub-optimal recommendations, and ii) Dealing with the heterogeneous…
• HC-GLAD: Dual Hyperbolic Contrastive Learning for Unsupervised Graph-Level Anomaly Detection
  2 Jul 2024 1 repository listed
  To the best of our knowledge, this is the first work to simultaneously apply hypergraph with node group information and hyperbolic geometry in this field.
• FedHCDR: Federated Cross-Domain Recommendation with Hypergraph Signal Decoupling
  5 Mar 2024 1 repository listed
  Specifically, to address the data heterogeneity across domains, we introduce an approach called hypergraph signal decoupling (HSD) to decouple the user features into domain-exclusive and domain-shared features.
• LGMRec: Local and Global Graph Learning for Multimodal Recommendation
  27 Dec 2023 1 repository listed
  The multimodal recommendation has gradually become the infrastructure of online media platforms, enabling them to provide personalized service to users through a joint modeling of user historical behaviors (e.
• Knowledge Hypergraph Embedding Meets Relational Algebra
  18 Feb 2021 1 repository listed
  Embedding-based methods for reasoning in knowledge hypergraphs learn a representation for each entity and relation.