Subgraph Federated Learning with Missing Neighbor Generation

25 June 2021

Lichao Sun

Papers citing "Subgraph Federated Learning with Missing Neighbor Generation"

50 / 81 papers shown

Title
Rethinking Federated Graph Learning: A Data Condensation Perspective Hao Zhang Xunkai Li Bo Li Lianglin Hu FedML DD AI4CE 49 0 0 05 May 2025
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
FedC4: Graph Condensation Meets Client-Client Collaboration for Efficient and Private Federated Graph Learning Zekai Chen Xunkai Li Bo Li Rong-Hua Li Guoren Wang FedML 40 0 0 19 Apr 2025
Towards Unbiased Federated Graph Learning: Label and Topology Perspectives Zhengyu Wu Boyang Pang Xunkai Li Bo Li Daohan Su Bowen Fan R. Li Guoren Wang Chenghu Zhou FedML 38 0 0 14 Apr 2025
Federated Prototype Graph Learning Zhengyu Wu Xunkai Li Bo Li R. Li Guoren Wang Chenghu Zhou FedML 43 0 0 13 Apr 2025
Data-centric Federated Graph Learning with Large Language Models Bo Yan Zhongjian Zhang Huabin Sun Mengmei Zhang Yang Cao C. Shi FedML 68 0 0 25 Mar 2025
Subgraph Federated Learning for Local Generalization Sungwon Kim Yoonho Lee Yunhak Oh Namkyeong Lee Sukwon Yun Junseok Lee Sein Kim Carl Yang Chanyoung Park FedML OOD 86 1 0 06 Mar 2025
Virtual Nodes Can Help: Tackling Distribution Shifts in Federated Graph Learning Xingbo Fu Zihan Chen Yinhan He Song Wang Binchi Zhang Chen Chen Jundong Li OOD FedML 61 1 0 24 Feb 2025
Homophily Heterogeneity Matters in Graph Federated Learning: A Spectrum Sharing and Complementing Perspective Wentao Yu FedML 60 0 0 20 Feb 2025
FedGrAINS: Personalized SubGraph Federated Learning with Adaptive Neighbor Sampling Emir Ceyani Han Xie Baturalp Buyukates Carl Yang Salman Avestimehr FedML 97 0 0 22 Jan 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 57 2 0 08 Jan 2025
FedGAT: A Privacy-Preserving Federated Approximation Algorithm for Graph Attention Networks Siddharth Ambekar Yuhang Yao Ryan Li Carlee Joe-Wong FedML 80 0 0 20 Dec 2024
Federated Graph Learning with Graphless Clients Xingbo Fu Song Wang Yushun Dong Binchi Zhang Chen Chen Jundong Li FedML 38 2 0 13 Nov 2024
Against Multifaceted Graph Heterogeneity via Asymmetric Federated Prompt Learning Zhuoning Guo Ruiqian Han Hao Liu FedML 28 0 0 04 Nov 2024
Conformal Prediction for Federated Graph Neural Networks with Missing Neighbor Information Ömer Faruk Akgül R. Kannan Viktor Prasanna FedML 29 0 0 17 Oct 2024
Federated Temporal Graph Clustering Yang Liu Zhenhong Zhou Xianghong Xu Yue Liu FedML 74 0 0 16 Oct 2024
FedGraph: A Research Library and Benchmark for Federated Graph Learning Yuhang Yao Yuan Li Xinyi Fan Junhao Li Kay Liu Weizhao Jin Srivatsan Ravi Philip S. Yu Carlee Joe-Wong FedML 27 0 0 08 Oct 2024
One Node Per User: Node-Level Federated Learning for Graph Neural Networks Zhidong Gao Yuanxiong Guo Yanmin Gong FedML 15 0 0 29 Sep 2024
Federated Graph Learning with Adaptive Importance-based Sampling Anran Li Yuanyuan Chen Chao Ren Wenhan Wang Ming Hu Tianlin Li Han Yu Qingyu Chen FedML 21 0 0 23 Sep 2024
OpenFGL: A Comprehensive Benchmark for Federated Graph Learning Xunkai Li Bo Li Boyang Pang Guochen Yan Yeyu Yan Zening Li Zhengyu Wu Wentao Zhang Rong-Hua Li Guoren Wang FedML 33 1 0 29 Aug 2024
Federated Graph Learning with Structure Proxy Alignment Xingbo Fu Zihan Chen Binchi Zhang Chen Chen Jundong Li FedML 49 6 0 18 Aug 2024
Fishers Harvest Parallel Unlearning in Inherited Model Networks Xiao Liu Mingyuan Li Xu Wang Guangsheng Yu Wei Ni Lixiang Li Haipeng Peng Renping Liu MoMe MU AI4CE 40 2 0 16 Aug 2024
Federated Hypergraph Learning with Hyperedge Completion Linfeng Luo Fengxiao Tang Xiyu Liu Zhiqi Guo Zihao Qiu Ming Zhao FedML 25 0 0 09 Aug 2024
SpreadFGL: Edge-Client Collaborative Federated Graph Learning with Adaptive Neighbor Generation Luying Zhong Yueyang Pi Zheyi Chen Zhengxin Yu Wang Miao Xing Chen Geyong Min FedML 36 1 0 14 Jul 2024
Distributed Backdoor Attacks on Federated Graph Learning and Certified Defenses Yuxin Yang Qiang Li Jinyuan Jia Yuan Hong Binghui Wang AAML FedML 60 11 0 12 Jul 2024
Federated Graph Semantic and Structural Learning Wenke Huang Guancheng Wan Mang Ye Bo Du FedML 34 42 0 27 Jun 2024
HiFGL: A Hierarchical Framework for Cross-silo Cross-device Federated Graph Learning Zhuoning Guo Duanyi Yao Qiang Yang Hao Liu FedML 27 3 0 15 Jun 2024
FedSheafHN: Personalized Federated Learning on Graph-structured Data Wenfei Liang Yanan Zhao Rui She Yiming Li Wee Peng Tay FedML 56 0 0 25 May 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
Federated Graph Condensation with Information Bottleneck Principles Bo Yan DD FedML 45 4 0 07 May 2024
FedTAD: Topology-aware Data-free Knowledge Distillation for Subgraph Federated Learning Yinlin Zhu Xunkai Li Zhengyu Wu Di Wu Miao Hu Ronghua Li FedML 29 5 0 22 Apr 2024
Decoupled Subgraph Federated Learning Javad Aliakbari Johan Ostman Alexandre Graell i Amat FedML 24 0 0 29 Feb 2024
Rethinking Personalized Federated Learning with Clustering-based Dynamic Graph Propagation Jiaqi Wang Yuzhong Chen Yuhang Wu Mahashweta Das Hao Yang Fenglong Ma FedML 43 6 0 29 Jan 2024
FedGT: Federated Node Classification with Scalable Graph Transformer Zaixin Zhang Qingyong Hu Yang Yu Weibo Gao Qi Liu FedML 43 2 0 26 Jan 2024
FedGTA: Topology-aware Averaging for Federated Graph Learning Xunkai Li Zhengyu Wu Wentao Zhang Yinlin Zhu Ronghua Li Guoren Wang FedML 32 16 0 22 Jan 2024
AdaFGL: A New Paradigm for Federated Node Classification with Topology Heterogeneity Xunkai Li Zhengyu Wu Wentao Zhang Henan Sun Ronghua Li Guoren Wang FedML 38 7 0 22 Jan 2024
FedRKG: A Privacy-preserving Federated Recommendation Framework via Knowledge Graph Enhancement Dezhong Yao Tongtong Liu Qi Cao Hai Jin 11 4 0 20 Jan 2024
Deep Efficient Private Neighbor Generation for Subgraph Federated Learning Ke Zhang Lichao Sun Bolin Ding S. Yiu Carl Yang FedML 27 9 0 09 Jan 2024
Towards Fair Graph Federated Learning via Incentive Mechanisms Chenglu Pan Jiarong Xu Yue Yu Ziqi Yang Qingbiao Wu Chunping Wang Lei Chen Yang Yang FedML 20 8 0 20 Dec 2023
Tackling Heterogeneity in Medical Federated learning via Vision Transformers Erfan Darzi Yiqing Shen Yangming Ou N. Sijtsema P. V. Ooijen MedIm FedML 23 0 0 13 Oct 2023
FedGKD: Unleashing the Power of Collaboration in Federated Graph Neural Networks Qiying Pan Ruofan Wu Tengfei Liu Tianyi Zhang Yifei Zhu Weiqiang Wang FedML 48 9 0 18 Sep 2023
FedFNN: Faster Training Convergence Through Update Predictions in Federated Recommender Systems Francesco Fabbri Xianghang Liu Jack R. McKenzie Bartlomiej Twardowski Tri Kurniawan Wijaya FedML 16 0 0 14 Sep 2023
Privacy-Preserving Graph Machine Learning from Data to Computation: A Survey Dongqi Fu Wenxuan Bao Ross Maciejewski Hanghang Tong Jingrui He 33 9 0 10 Jul 2023
Towards Open Federated Learning Platforms: Survey and Vision from Technical and Legal Perspectives Moming Duan Qinbin Li Linshan Jiang Bingsheng He FedML 34 4 0 05 Jul 2023
FLGo: A Fully Customizable Federated Learning Platform Zhilin Wang Xiaoliang Fan Zhaopeng Peng Xueheng Li Ziqi Yang Mingkuan Feng Zhicheng Yang Xiao Liu Cheng-i Wang FedML 24 11 0 21 Jun 2023
Bkd-FedGNN: A Benchmark for Classification Backdoor Attacks on Federated Graph Neural Network F. Liu Siqi Lai Yansong NING Hao Liu AAML FedML 29 3 0 17 Jun 2023
Personalized Federated Domain Adaptation for Item-to-Item Recommendation Ziwei Fan Hao Ding Anoop Deoras T. Hoang 30 6 0 05 Jun 2023
FedHGN: A Federated Framework for Heterogeneous Graph Neural Networks Xinyu Fu Irwin King FedML 41 4 0 16 May 2023
Inductive Graph Unlearning Cheng-Long Wang Mengdi Huai Di Wang MU 16 24 0 06 Apr 2023
GLASU: A Communication-Efficient Algorithm for Federated Learning with Vertically Distributed Graph Data Xinwei Zhang Min-Fong Hong Jie Chen FedML 13 3 0 16 Mar 2023