Efficient Federated Learning on Knowledge Graphs via Privacy-preserving
Relation Embedding Aggregation

Efficient Federated Learning on Knowledge Graphs via Privacy-preserving Relation Embedding Aggregation

17 March 2022

Kai Zhang

Lichao Sun

Papers citing "Efficient Federated Learning on Knowledge Graphs via Privacy-preserving Relation Embedding Aggregation"

14 / 14 papers shown

Title
FedHERO: A Federated Learning Approach for Node Classification Task on Heterophilic Graphs Zihan Chen Xingbo Fu Yushun Dong Jundong Li Cong Shen FedML 69 0 0 29 Apr 2025
Edge Graph Intelligence: Reciprocally Empowering Edge Networks with Graph Intelligence Liekang Zeng Shengyuan Ye Xu Chen Xiaoxi Zhang Ju Ren Jian Tang Yang Yang Xuemin Shen 60 2 0 08 Jan 2025
Low-Dimensional Federated Knowledge Graph Embedding via Knowledge Distillation Xiaoxiong Zhang Zhiwei Zeng Xin Zhou Zhiqi Shen FedML 44 1 0 11 Aug 2024
Communication-Efficient Federated Knowledge Graph Embedding with Entity-Wise Top-K Sparsification Xiaoxiong Zhang Zhiwei Zeng Xin Zhou Dusit Niyato Zhiqi Shen FedML 34 1 0 19 Jun 2024
Personalized Federated Knowledge Graph Embedding with Client-Wise Relation Graph Xiaoxiong Zhang Zhiwei Zeng Xin Zhou Dusit Niyato Zhiqi Shen FedML 68 3 0 17 Jun 2024
Safety in Graph Machine Learning: Threats and Safeguards Song Wang Yushun Dong Binchi Zhang Zihan Chen Xingbo Fu Yinhan He Cong Shen Chuxu Zhang Nitesh V. Chawla Wenlin Yao 45 7 0 17 May 2024
Deep Efficient Private Neighbor Generation for Subgraph Federated Learning Ke Zhang Lichao Sun Bolin Ding Siu-Ming Yiu Carl Yang FedML 27 9 0 09 Jan 2024
Federated Knowledge Graph Completion via Latent Embedding Sharing and Tensor Factorization Maolin Wang Dun Zeng Zenglin Xu Ruocheng Guo Xiangyu Zhao FedML 33 4 0 17 Nov 2023
FedSecurity: Benchmarking Attacks and Defenses in Federated Learning and Federated LLMs Shanshan Han Baturalp Buyukates Zijian Hu Han Jin Weizhao Jin ... Qifan Zhang Yuhui Zhang Carlee Joe-Wong Salman Avestimehr Chaoyang He SILM 31 12 0 08 Jun 2023
Quantifying and Defending against Privacy Threats on Federated Knowledge Graph Embedding Yuke Hu Wei Liang Ruofan Wu Kai Y. Xiao Weiqiang Wang Xiaochen Li Jinfei Liu Zhan Qin 33 8 0 06 Apr 2023
Memory-adaptive Depth-wise Heterogenous Federated Learning Kai Zhang Yutong Dai Hongyi Wang Eric P. Xing Xun Chen Lichao Sun FedML 28 7 0 08 Mar 2023
Heterogeneous Federated Knowledge Graph Embedding Learning and Unlearning Xiangrong Zhu Guang-pu Li Wei Hu MU FedML 27 48 0 04 Feb 2023
Federated Graph Machine Learning: A Survey of Concepts, Techniques, and Applications Xingbo Fu Binchi Zhang Yushun Dong Chen Chen Jundong Li FedML OOD AI4CE 36 35 0 24 Jul 2022
Federated Graph Neural Networks: Overview, Techniques and Challenges R. Liu Pengwei Xing Zichao Deng Anran Li Cuntai Guan Han Yu FedML 48 81 0 15 Feb 2022