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  1. [1809.09401] Hypergraph Neural Networks - arXiv.org

    Sep 25, 2018 · In this paper, we present a hypergraph neural networks (HGNN) framework for data representation learning, which can encode high-order data correlation in a hypergraph …

  2. Hypergraph neural networks | Proceedings of the Thirty-Third …

    Jan 27, 2019 · In this paper, we present a hypergraph neural networks (HGNN) framework for data representation learning, which can encode high-order data correlation in a hypergraph …

  3. Recent Advances in Hypergraph Neural Networks - Springer

    Sep 13, 2025 · The growing interest in hypergraph neural networks (HGNNs) is driven by their capacity to capture the complex relationships and patterns within hypergraph structured data …

  4. Hypergraph Foundation Model | IEEE Journals & Magazine | IEEE …

    Dec 23, 2025 · Hypergraph neural networks (HGNNs) effectively model complex high-order relationships in domains like protein interactions and social networks by connecting multiple …

  5. Hypergraph Neural Networks | Proceedings of the AAAI …

    Jul 17, 2019 · In this paper, we present a hypergraph neural networks (HGNN) framework for data representation learning, which can encode high-order data correlation in a hypergraph structure.

  6. Hyperbolic multi-channel hypergraph convolutional neural network

    Jul 9, 2025 · Building on this foundation, we propose a novel Hyperbolic Multi-channel HyperGraph convolutional Neural Network (HMHGNN). Specifically, a multilayer hypergraph …

  7. [2404.01039] A Survey on Hypergraph Neural Networks: An In …

    Apr 1, 2024 · As networks of HOIs are expressed mathematically as hypergraphs, hypergraph neural networks (HNNs) have emerged as a powerful tool for representation learning on …

  8. A Tutorial on Hypergraph Neural Networks: An In-Depth and …

    Nov 10, 2025 · As a result, hypergraph neural networks (HNNs) have emerged as a powerful tool for representation learning on hypergraphs. Given this emerging trend, we provide a timely …

  9. Diagnosing Alzheimer’s Disease using Hypergraph Neural Networks

    2 days ago · Therefore, one needs to reformulate language prompts as hypergraph prompts. To tackle the above issues, we introduce Prompted HyperGraph Neural Network (PHGNN), a …

  10. (PDF) Hypergraph Neural Networks - ResearchGate

    Jul 17, 2019 · In this paper, we present a hypergraph neural networks (HGNN) framework for data representation learning, which can encode high-order data correlation in a hypergraph structure.