A) Theory (6)
Y. Feng, H. You, Z. Zhang, R. Ji, Y. Gao, "Hypergraph neural networks", AAAI conference on Artificial Intelligence, Volume 33, pages 35583-565, 2019.
N. Yadati, M. Nimishakavi, P. Yadav, V. Nitin, A. Louis, P. Talukdar, "HyperGCN: A new method for training graph convolutional networks on hypergraphs", Advances in Neural Information Processing Systems, NeurIPS 2019, Volume 32, 2019.
C. Chen, Z. Cheng, Z. Li, M. Wang, "Hypergraph attention networks", IEEE International Conference on Trust, Security and Privacy in Computing and Communications, Trust-Com 2020, pages 1560-1565, 2020.
R. Zhang, Y. Zou, J. Ma, "Hyper-SAGNN: a self attention based graph neural network for hypergraphs", Preprint, 2019.
Z. Liu, Y. Luo, X. Pu, G. Min, C. Luo, "A Multi-modal Hypergraph Neural Network via Parametric Filtering and Feature Sampling", IEEE Transactions on Big Data, 2023.
J. Wang, G. Huang, X. Yuan, G. Zhong, T. Lin, C. Pun, F. Xie, "The Structure-sharing Hypergraph Reasoning Attention Module for CNNs", Expert Systems with Applications, Volume 259, January 2025.
M. Yang, X. Xu, "Recent Advances in Hypergraph Neural Networks", Preprint, March 2025.
B) Applications (7)
B.1) Computer Vision (2)
L. Nong, J. Wang, J. Lin, H. Qiu, L. Zheng, W. Zhang, "Hypergraph wavelet neural networks for 3D object classification", Neurocomputing, 580-595, 2021.
Y. Zhang, M. Guo, Q. Yan, G. Shen, "Short Text Classification via Hypergraph Convolution Network", IEEE International Symposium on Smart and Healthy Cities, ISHC 2021, Toronto, Canada, pages 72-76, 2021.Â
B.2) Computer Science (2)
J. Wang, K. Ding, L. Hong, H. Liu, J. Caverlee, "Next-item recommendation with sequential hypergraphs", ACM Conference on Research and Development in Information Retrieval, pages 1101-1110, 2020.
X. Chen, K. Xiong, Y. Zhang, L. Xia, D. Yin, J. Huang, "Neural feature-aware recommendation with signed hypergraph convolutional network", ACM Transactions on Information Systems, Volume 39, No.1, pages1-22, 2020.
B.3) Transportation (2)
K. Wang, J. Chen, S. Liao, J. Hou, Q. Xiong, " Geographic-semantic-temporal hypergraph convolutional network for traffic flow prediction", IAPR International Conference on Pattern Recognition, ICPR 2021, pages 5444-5450, 2021.
X. Luo, J. Peng, J. Liang, "Directed hypergraph attention network for traffic forecasting", IET Intelligent Transport Systems, Volume16, No 1, pages 85-98, 2022.
B.4) Chemistry (1)
N. Yadati, V. Nitin, M. Nimishakavi, P. Yadav, A. Louis, P. Talukdar, "NHP: Neural Hypergraph Link Prediction", ACM International Conference on Information and Knowledge Management, pages 1705-1714, 2020.