Hypergraph-related paper

链接预测

Yadati, Naganand, et al. "NHP: Neural hypergraph link prediction." Proceedings of the 29th ACM International Conference on Information & Knowledge Management. 2020.(PDF) (code)

Chen, Zirui, et al. "POSE: A Positional Embedding Model for Knowledge Hypergraph Link Prediction." Web and Big Data: 6th International Joint Conference, APWeb-WAIM 2022, Nanjing, China, November 25–27, 2022, Proceedings, Part II. Cham: Springer Nature Switzerland, 2023. (PDF) (code)

图分类

Sun, Xiangguo, et al. "Heterogeneous hypergraph embedding for graph classification." Proceedings of the 14th ACM international conference on web search and data mining. 2021.(PDF) (code)

推荐应用

Xia, Xin, et al. "Self-supervised hypergraph convolutional networks for session-based recommendation." Proceedings of the AAAI conference on artificial intelligence. Vol. 35. No. 5. 2021. (PDF) (code) 数据集都经过加密，不知道原始的样子 代码结构比较简洁

La Gatta, Valerio, et al. "Music recommendation via hypergraph embedding." IEEE Transactions on Neural Networks and Learning Systems (2022). (PDF)

Ma, Xiang, et al. "Fuzzy hypergraph network for recommending top-K profitable stocks." Information Sciences 613 (2022): 239-255. (PDF)

Wang, Zhihui, et al. "A hypergraph-based framework for personalized recommendations via user preference and dynamics clustering." Expert Systems with Applications 204 (2022): 117552. (PDF)

Yang, Yuhao, et al. "Multi-behavior hypergraph-enhanced transformer for sequential recommendation." Proceedings of the 28th ACM SIGKDD conference on knowledge discovery and data mining. 2022. (PDF)

Xia, Lianghao, Chao Huang, and Chuxu Zhang. "Self-supervised hypergraph transformer for recommender systems." Proceedings of the 28th ACM SIGKDD Conference on Knowledge Discovery and Data Mining. 2022. (PDF)

Han, Jiadi, et al. "DH-HGCN: Dual homogeneity hypergraph convolutional network for multiple social recommendations." Proceedings of the 45th International ACM SIGIR Conference on Research and Development in Information Retrieval. 2022. (PDF)

其他应用

Amini, Abbas, et al. "Soft hypergraph for modeling global interactions via social media networks." Expert Systems with Applications 203 (2022): 117466. (PDF)

Xu, Chenxin, et al. "Groupnet: Multiscale hypergraph neural networks for trajectory prediction with relational reasoning." Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition. 2022. (PDF) (code)

Wang, Jingcheng, et al. "Multitask hypergraph convolutional networks: a heterogeneous traffic prediction framework." IEEE Transactions on Intelligent Transportation Systems 23.10 (2022): 18557-18567. (PDF)

Ji, Junzhong, Yating Ren, and Minglong Lei. "FC–HAT: Hypergraph attention network for functional brain network classification." Information Sciences 608 (2022): 1301-1316. (PDF)

Zhen, Yaoming, and Junhui Wang. "Community detection in general hypergraph via graph embedding." Journal of the American Statistical Association (2022): 1-10. (PDF)

Li, Mengran, et al. "Multi-view hypergraph neural networks for student academic performance prediction." Engineering Applications of Artificial Intelligence 114 (2022): 105174. (PDF)

Heo, Yu-Jung, et al. "Hypergraph transformer: Weakly-supervised multi-hop reasoning for knowledge-based visual question answering." arXiv preprint arXiv:2204.10448 (2022). (PDF)

Sun, Yuting, et al. "Hypergraph regularized semi-supervised support vector machine." Information Sciences 591 (2022): 400-421. (PDF)

节点分类

Li, Kunhao, Zhenhua Huang, and Zhaohong Jia. "RAHG: A Role-Aware Hypergraph Neural Network for Node Classification in Graphs." IEEE Transactions on Network Science and Engineering (2023). (PDF) (code)

图卷积&图注意力机制

Bai, Song, Feihu Zhang, and Philip HS Torr. "Hypergraph convolution and hypergraph attention." Pattern Recognition 110 (2021): 107637. (PDF)

Fu, Sichao, et al. "HpLapGCN: Hypergraph p-Laplacian graph convolutional networks." Neurocomputing 362 (2019): 166-174. (PDF)

异构图

Liu, Jie, et al. "Meta-HGT: Metapath-aware HyperGraph Transformer for heterogeneous information network embedding." Neural Networks 157 (2023): 65-76.

动态图

Huang, Jin, et al. "HyperDNE: Enhanced Hypergraph Neural Network for Dynamic Network Embedding." Neurocomputing (2023). (PDF)

指标

Landry, Nicholas W., and Juan G. Restrepo. "Hypergraph assortativity: A dynamical systems perspective." Chaos: An Interdisciplinary Journal of Nonlinear Science 32.5 (2022): 053113. (PDF)