@inproceedings{ijcai2026p310, title = {Beyond Homophily: Spectrum-Based Graph Pre-Training and Cluster-Augmented Prompt Tuning}, author = {Li, Tingting and Li, Yonghao and Wang, Xiangkun and Chen, Sixiang and Fan, Boyang and Ren, Lingfei and Yu, Hao and Yang, Xin}, booktitle = {Proceedings of the Thirty-Fifth International Joint Conference on Artificial Intelligence, {IJCAI-26}}, publisher = {International Joint Conferences on Artificial Intelligence Organization}, editor = {Diego Calvanese}, pages = {2789--2797}, year = {2026}, month = {8}, note = {Main Track}, doi = {10.24963/ijcai.2026/310}, url = {https://doi.org/10.24963/ijcai.2026/310}, }