Bridging graph learning and federated optimization for recommendations

Chunxu ZHANG , Zonghan WU , Honglei ZHANG , Jiaxu CUI , Bo YANG

Front. Comput. Sci. ›› 2027, Vol. 21 ›› Issue (6) : 2106336

PDF (367KB)
Front. Comput. Sci. ›› 2027, Vol. 21 ›› Issue (6) :2106336 DOI: 10.1007/s11704-026-51383-7
Excellent Young Computer Scientists Vison
LETTER
Bridging graph learning and federated optimization for recommendations
Author information +
History +
PDF (367KB)

Graphical abstract

Cite this article

Download citation ▾
Chunxu ZHANG, Zonghan WU, Honglei ZHANG, Jiaxu CUI, Bo YANG. Bridging graph learning and federated optimization for recommendations. Front. Comput. Sci., 2027, 21 (6) : 2106336 DOI:10.1007/s11704-026-51383-7

登录浏览全文

4963

注册一个新账户 忘记密码

References

[1]

Zhang C, Long G, Zhang Z, Li Z, Zhang H, Yang Q, Yang B . Personalized recommendation models in federated settings: a survey. IEEE Transactions on Knowledge and Data Engineering, 2025, 37( 11): 6562–6581

[2]

Chai D, Wang L, Yang L, Zhang J, Chen K, Yang Q . A survey for federated learning evaluations: goals and measures. IEEE Transactions on Knowledge and Data Engineering, 2024, 36( 10): 5007–5024

[3]

Wu C, Wu F, Lyu L, Qi T, Huang Y, Xie X . A federated graph neural network framework for privacy-preserving personalization. Nature Communications, 2022, 13( 1): 3091

[4]

Qu L, Tang N, Zheng R, Nguyen Q V H, Huang Z, Shi Y, Yin H. Semi-decentralized federated ego graph learning for recommendation. In: Proceedings of the ACM Web Conference 2023. 2023, 339−348

[5]

Hu P, Lin Z, Pan W, Yang Q, Peng X, Ming Z . Privacy-preserving graph convolution network for federated item recommendation. Artificial Intelligence, 2023, 324: 103996

[6]

Xu Z, Li B, Cao W . Enhancing federated learning-based social recommendations with graph attention networks. Neurocomputing, 2025, 617: 129045

[7]

Zhang C, Long G, Zhou T, Zhang Z, Yan P, Yang B. GPFedRec: graph-guided personalization for federated recommendation. In: Proceedings of the 30th ACM SIGKDD Conference on Knowledge Discovery and Data Mining. 2024, 4131−4142

[8]

Liu Z, Yang L, Fan Z, Peng H, Yu P S . Federated social recommendation with graph neural network. ACM Transactions on Intelligent Systems and Technology (TIST), 2022, 13( 4): 55

[9]

Yan B, Cao Y, Wang H, Yang W, Du J, Shi C. Federated heterogeneous graph neural network for privacy-preserving recommendation. In: Proceedings of the ACM Web Conference 2024. 2024, 3919−3929

[10]

Wu G, Pan W, Ming Z. GNN4FR: a lossless GNN-based federated recommendation framework. 2023, arXiv preprint arXiv: 2308.01197

RIGHTS & PERMISSIONS

Higher Education Press

PDF (367KB)

Supplementary files

Highlights

255

Accesses

0

Citation

Detail

Sections
Recommended

/