A list of Graph Domain Adaptation methods proposed by our group.
Please cite our papers as follows if you use our codes or datasets. Thanks for your support!
[1] Xiao Shen, Zhihao Chen, Shirui Pan, Shuang Zhou, Laurence T. Yang, and Xi Zhou. Open-set Cross-network Node Classification via Unknown-excluded Adversarial Graph Domain Alignment. In Proceedings of AAAI Conference on Artificial Intelligence (AAAI), pp. 20398-20408, 2025. (CCF A类国际会议, 唯一第一作者) [Paper], [Code]
[2] Chuanyun Lin, Xi Zhou, and Xiao Shen*. Hierarchical graph contrastive domain adaptation for multi-source cross-network node classification. Expert Systems with Applications, 127900, 2025. (中科院SCI大类一区, 唯一通讯作者)[Paper], [Code]
[3] Xiao Shen, Quanyu Dai*, Sitong Mao, Fu-lai Chung, and Kup-Sze Choi, Network together: Node classification via cross-network deep network embedding, IEEE Transactions on Neural Networks and Learning Systems (IEEE TNNLS), vol. 32, no. 5, pp. 1935-1948, 2021. (IF= 11.683, 中科院SCI大类一区, 唯一第一作者) [Paper], [Code]
[4] Xiao Shen, Quanyu Dai, Fu-lai Chung, Wei Lu, and Kup-Sze Choi, Adversarial deep network embedding for cross-network node classification, Proceedings of AAAI Conference on Artificial Intelligence (AAAI), pp. 2991-2999, 2020. (CCF A类国际会议, 唯一第一作者) [Paper], [Code]
[5] Quanyu Dai, Xiao-Ming Wu, Jiaren Xiao, Xiao Shen*, Dan Wang. Graph Transfer Learning via Adversarial Domain Adaptation with Graph Convolution. IEEE Transactions on Knowledge and Data Engineering (IEEE TKDE), vol. 35, no. 5, pp. 4908-4922, 2023. (CCF A类国际期刊, ESI高被引, 唯一通讯作者) [Paper], [Code]
[6] Xiao Shen, Shirui Pan, Kup-Sze Choi, Xi Zhou*. Domain-adaptive Message Passing Graph Neural Network. Neural Networks, vol. 164, pp. 439-454, 2023. (IF= 7.9, 中科院SCI大类一区, 唯一第一作者) [Paper], [Code]
[7] Xiao Shen*, Mengqiu Shao, Shirui Pan, Laurence T. Yang, and Xi Zhou. Domain-adaptive Graph Attention-supervised Network for Cross-network Edge Classification. IEEE Transactions on Neural Networks and Learning Systems (IEEE TNNLS), vol. 35, no. 12, pp. 17842-17855, 2024. (IF= 11.683, 中科院SCI大类一区, 唯一第一作者) [Paper], [Code]
[8] Mengqiu Shao, Peng Xue, Xi Zhou, and Xiao Shen*. Contrastive Domain-adaptive Graph Selective Self-training Network for Cross-network Edge Classification. Pattern Recognition, vol. 152, 110448, 2024. (IF= 8.1, 中科院SCI大类一区, 唯一通讯作者) [Paper], [Code]