Topology-Aware Feature Sorting Enables Universal Modeling on Homophilic and Heterophilic Graphs.

@inproceedings{wang-2026-topologyaware, author = {Yi Wang and Jitao Zhao and Dongxiao He and Jia Li and Yuxiao Huang and Zhiyong Feng}, editor = {Hakim Hacid and Yoelle Maarek and Francesco Bonchi and Ido Guy and Emine Yilmaz}, title = {{Topology-Aware Feature Sorting Enables Universal Modeling on Homophilic and Heterophilic Graphs}}, booktitle = {{Proceedings of the ACM Web Conference 2026, WWW 2026, Dubai, United Arab Emirates, originally scheduled for April 13-17, 2026, rescheduled for June 29 - July 3, 2026}}, pages = {475--486}, publisher = {ACM}, year = {2026}, url = {https://doi.org/10.1145/3774904.3792091}, doi = {https://doi.org/10.1145/3774904.3792091} }