@inproceedings{ijcai2026p344, title = {DNFormer: Differential Attention for Graph Transformers}, author = {Wang, Zizhen and He, Dongxiao and Yu, Zhizhi and Khysru, Kuntharrgyal and Zhang, Weixiong}, 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 = {3097--3105}, year = {2026}, month = {8}, note = {Main Track}, doi = {10.24963/ijcai.2026/344}, url = {https://doi.org/10.24963/ijcai.2026/344}, }