Multi-semantic hypergraph neural network for effective few-shot learning

Hao Chen, Linyan Li, Fuyuan Hu, Fan Lyu, Liuqing Zhao, Kaizhu Huang, Wei Feng, Zhenping Xia

Abstract: Highlights•Multi-semantic hypergraph explore higher-order relationships among few samples.•Orthogonalized mapping function helps to obtain rich multi-semantic information.•Multi-semantic distribution information improve the rationality of hypergraphs.•Hypergraph and Multi-Semantic Distribution Information with node-edge message passing.