Triangle Matters! TopDyG: Topology-aware Transformer for Link Prediction on Dynamic Graphs.

@inproceedings{zhang-2025-triangle, author = {Xin Zhang and Fei Cai and Jianming Zheng and Zhiqiang Pan and Wanyu Chen and Honghui Chen and Chonghao Chen}, editor = {Guodong Long and Michale Blumestein and Yi Chang and Liane Lewin-Eytan and Zi Huang and Elad Yom-Tov}, title = {{Triangle Matters! TopDyG: Topology-aware Transformer for Link Prediction on Dynamic Graphs}}, booktitle = {{Proceedings of the ACM on Web Conference 2025, WWW 2025, Sydney, NSW, Australia, 28 April 2025- 2 May 2025}}, pages = {3607--3617}, publisher = {ACM}, year = {2025}, url = {https://doi.org/10.1145/3696410.3714564}, doi = {https://doi.org/10.1145/3696410.3714564} }