Tokenphormer: Structure-aware Multi-token Graph Transformer for Node Classification

Published in Proceedings of the AAAI Conference on Artificial Intelligence (AAAI 2025), 2025

Recommended citation: Zhou, Z., Lu, Z., Wei, X., Chen, R., Zhang, S., Ip, P. L., & U, L. H. (2025). "Tokenphormer: Structure-aware Multi-token Graph Transformer for Node Classification." Proceedings of the AAAI Conference on Artificial Intelligence, 39(12). https://ojs.aaai.org/index.php/AAAI/article/view/33466

Tokenphormer is a graph Transformer for node classification. It builds several kinds of tokens for each node so the model captures both local and global structure in the graph.

[Paper (AAAI)] [arXiv]

Recommended citation: Zhou, Z., Lu, Z., Wei, X., Chen, R., Zhang, S., Ip, P. L., & U, L. H. (2025). “Tokenphormer: Structure-aware Multi-token Graph Transformer for Node Classification.” Proceedings of the AAAI Conference on Artificial Intelligence, 39(12).