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cs.LG2026
Beyond Convolution: Advancing Hypergraph Neural Networks with Hypergraph U-Nets
Fuli Wang, Wei Qian, Daniel L. Lau +1
Convolutions have successfully transitioned from image processing to the complex realm of non-Euclidean higher-order domains, particularly in hypergraphs. Despite the success in co…
cs.LG2023★ 1 cited
A Unified View Between Tensor Hypergraph Neural Networks And Signal Denoising
Fuli Wang, Karelia Pena-Pena, Wei Qian +1
Hypergraph Neural networks (HyperGNNs) and hypergraph signal denoising (HyperGSD) are two fundamental topics in higher-order network modeling. Understanding the connection between…