Elevating Spectral GNNs through Enhanced Band-pass Filter Approximation

no code implementations • 15 Apr 2024 • Guoming Li, Jian Yang, Shangsong Liang, Dongsheng Luo

Spectral Graph Neural Networks (GNNs) have attracted great attention due to their capacity to capture patterns in the frequency domains with essential graph filters.

Graph Learning

Spectral GNN via Two-dimensional (2-D) Graph Convolution

no code implementations • 6 Apr 2024 • Guoming Li, Jian Yang, Shangsong Liang, Dongsheng Luo

Spectral Graph Neural Networks (GNNs) have achieved tremendous success in graph learning.

Graph Learning

Towards Artificial General Intelligence (AGI) in the Internet of Things (IoT): Opportunities and Challenges

no code implementations • 14 Sep 2023 • Fei Dou, Jin Ye, Geng Yuan, Qin Lu, Wei Niu, Haijian Sun, Le Guan, Guoyu Lu, Gengchen Mai, Ninghao Liu, Jin Lu, Zhengliang Liu, Zihao Wu, Chenjiao Tan, Shaochen Xu, Xianqiao Wang, Guoming Li, Lilong Chai, Sheng Li, Jin Sun, Hongyue Sun, Yunli Shao, Changying Li, Tianming Liu, WenZhan Song

Artificial General Intelligence (AGI), possessing the capacity to comprehend, learn, and execute tasks with human cognitive abilities, engenders significant anticipation and intrigue across scientific, commercial, and societal arenas.

Decision Making