@article{areheterophilyspecificgnnsandhomophily, title = {Are Heterophily-Specific GNNs and Homophily Metrics Really Effective? Evaluation Pitfalls and New Benchmarks}, author = {Sitao Luan and Qincheng Lu and Chenqing Hua and Xinyu Wang and Jiaqi Zhu and Xiao-Wen Chang and Guy Wolf and Jian Tang}, year = {2024}, eprint = {2409.05755}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2409.05755v1}, }