Addressing graph heterogeneity and heterophily from a spectral perspective.

Xiting Qin

Kangkang Lu 0002 Yanhua Yu Ruopei Guo Nan Cheng Zhiyong Huang 0010 Yunshan Ma 0002 Meiyu Liang Yuling Wang Xiting Qin Yimeng Ren 0001 Tat-Seng Chua Addressing graph heterogeneity and heterophily from a spectral perspective. 2026 133500 683 Neurocomputing https://doi.org/10.1016/j.neucom.2026.133500 db/journals/ijon/ijon683.html#LuYGCHMLWQRC26 streams/journals/ijon

Zixuan Yang 0001 Xiao Wang 0017 Yanhua Yu Yuling Wang Kangkang Lu 0002 Zirui Guo Xiting Qin Yunshan Ma 0002 Tat-Seng Chua Hop-based Heterogeneous Graph Transformer. 2346-2353 2024 ECAI https://doi.org/10.3233/FAIA240759 conf/ecai/2024 db/conf/ecai/ecai2024.html#YangWYWLGQMC24

Kangkang Lu 0002 Yanhua Yu Zhiyong Huang 0010 Jia Li Yuling Wang Meiyu Liang Xiting Qin Yimeng Ren 0001 Tat-Seng Chua Xidian Wang Addressing Heterogeneity and Heterophily in Graphs: A Heterogeneous Heterophilic Spectral Graph Neural Network. 2024 abs/2410.13373 CoRR https://doi.org/10.48550/arXiv.2410.13373 db/journals/corr/corr2410.html#abs-2410-13373 streams/journals/corr

Nan Cheng Tat-Seng Chua Ruopei Guo Zirui Guo Zhiyong Huang 0010 Jia Li Meiyu Liang Kangkang Lu 0002 Yunshan Ma 0002 Yimeng Ren 0001 Xiao Wang 0017 Xidian Wang Yuling Wang Zixuan Yang 0001 Yanhua Yu