Title
VGFL-SA: Vertical Graph Federated Learning Structure Attack Based on Contrastive Learning Yang Chen Bin Zhou AAML FedML 43 0 0 24 Feb 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
Query-Efficient Adversarial Attack Against Vertical Federated Graph Learning Jinyin Chen Wenbo Mu Luxin Zhang Guohan Huang Haibin Zheng Yao Cheng FedML AAML 25 0 0 05 Nov 2024
AI versus AI in Financial Crimes and Detection: GenAI Crime Waves to Co-Evolutionary AI Eren Kurshan Dhagash Mehta Bayan Bruss Tucker Balch 24 0 0 30 Sep 2024
FedNE: Surrogate-Assisted Federated Neighbor Embedding for Dimensionality Reduction Ziwei Li Xiaoqi Wang Hong-You Chen Han-Wei Shen Wei-Lun Chao FedML 34 0 0 17 Sep 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
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
Starlit: Privacy-Preserving Federated Learning to Enhance Financial Fraud Detection Aydin Abadi Bradley Doyle Francesco Gini Kieron Guinamard S. K. Murakonda ... Steven J. Murdoch Mohammad Naseri Hector Page George Theodorakopoulos Suzanne Weller 44 6 0 19 Jan 2024
A Framework for Exploring Federated Community Detection Will Leeney Ryan McConville FedML 31 2 0 14 Dec 2023
Equipping Federated Graph Neural Networks with Structure-aware Group Fairness Nan Cui Xiuling Wang Wendy Hui Wang Violet Chen Yue Ning FedML 19 3 0 18 Oct 2023
2SFGL: A Simple And Robust Protocol For Graph-Based Fraud Detection Zhirui Pan Guangzhong Wang Zhaoning Li Lifeng Chen Yang Bian Zhongyuan Lai FedML 40 2 0 12 Oct 2023
Privacy-Preserving Financial Anomaly Detection via Federated Learning & Multi-Party Computation Sunpreet S. Arora Andrew Beams Panagiotis Chatzigiannis Sebastian Meiser Karan Patel ... Harshal Shah Yizhen Wang Yuhang Wu Hao Yang Mahdi Zamani FedML 16 3 0 06 Oct 2023
Federated Generative Learning with Foundation Models Jie Zhang Xiaohua Qi Bo Zhao FedML 44 21 0 28 Jun 2023
Privacy-Enhancing Technologies for Financial Data Sharing Panagiotis Chatzigiannis Wanyun Catherine Gu Srinivasan Raghuraman Peter Rindal M. Zamani 21 2 0 16 Jun 2023
Graph Mining for Cybersecurity: A Survey Bo Yan Cheng Yang Chuan Shi Yong Fang Qi Li Yanfang Ye Junping Du 42 12 0 02 Apr 2023
Federated Learning on Non-IID Graphs via Structural Knowledge Sharing Yue Tan Yixin Liu Guodong Long Jing Jiang Qinghua Lu Chengqi Zhang FedML 52 126 0 23 Nov 2022
Generalizing intrusion detection for heterogeneous networks: A stacked-unsupervised federated learning approach G. Bertoli Lourencco Alves Pereira Junior A. Santos O. Saotome FedML 35 54 0 01 Sep 2022
Federated Graph Machine Learning: A Survey of Concepts, Techniques, and Applications Xingbo Fu Binchi Zhang Yushun Dong Chen Chen Jundong Li FedML OOD AI4CE 38 35 0 24 Jul 2022
FederatedScope-GNN: Towards a Unified, Comprehensive and Efficient Package for Federated Graph Learning Zhen Wang Weirui Kuang Yuexiang Xie Liuyi Yao Yaliang Li Bolin Ding Jingren Zhou FedML 21 77 0 12 Apr 2022
Asynchronous Collaborative Learning Across Data Silos Tiffany Tuor J. Lockhart Daniele Magazzeni FedML 37 3 0 23 Mar 2022
Practical Challenges in Differentially-Private Federated Survival Analysis of Medical Data Shadi Rahimian Raouf Kerkouche I. Kurth Mario Fritz FedML 22 11 0 08 Feb 2022
More is Better (Mostly): On the Backdoor Attacks in Federated Graph Neural Networks Jing Xu Rui Wang Stefanos Koffas K. Liang S. Picek FedML AAML 39 25 0 07 Feb 2022
FedGraph: Federated Graph Learning with Intelligent Sampling Fahao Chen Peng Li T. Miyazaki Celimuge Wu FedML 24 78 0 02 Nov 2021
Enabling SQL-based Training Data Debugging for Federated Learning Yejia Liu Weiyuan Wu Lampros Flokas Jiannan Wang Eugene Wu FedML 23 15 0 26 Aug 2021
Cross-Node Federated Graph Neural Network for Spatio-Temporal Data Modeling Chuizheng Meng Sirisha Rambhatla Yan Liu FedML 22 119 0 09 Jun 2021
SpreadGNN: Serverless Multi-task Federated Learning for Graph Neural Networks Chaoyang He Emir Ceyani Keshav Balasubramanian M. Annavaram Salman Avestimehr FedML 25 50 0 04 Jun 2021
Federated Graph Learning -- A Position Paper Hu Zhang T. Shen Fei Wu Mingyang Yin Hongxia Yang Chao Wu FedML 16 49 0 24 May 2021
OpenFL: An open-source framework for Federated Learning G. A. Reina Alexey Gruzdev Patrick Foley O. Perepelkina Mansi Sharma ... Sarthak Pati Prakash Narayana Moorthy Shih-Han Wang Prashant Shah Spyridon Bakas FedML AIFin 28 107 0 13 May 2021
From Distributed Machine Learning to Federated Learning: A Survey Ji Liu Jizhou Huang Yang Zhou Xuhong Li Shilei Ji Haoyi Xiong Dejing Dou FedML OOD 51 244 0 29 Apr 2021
Applications of Federated Learning in Smart Cities: Recent Advances, Taxonomy, and Open Challenges Zhaohua Zheng Yize Zhou Yilong Sun Zhang Wang Boyi Liu Keqiu Li 28 102 0 02 Feb 2021
Failure Prediction in Production Line Based on Federated Learning: An Empirical Study Ning Ge Guanghao Li Li Zhang Yi Liu FedML 29 45 0 25 Jan 2021
Mitigating Bias in Federated Learning Annie Abay Yi Zhou Nathalie Baracaldo Shashank Rajamoni Ebube Chuba Heiko Ludwig AI4CE 13 87 0 04 Dec 2020
A Systematic Literature Review on Federated Learning: From A Model Quality Perspective Yi Liu Li Zhang Ning Ge Guanghao Li FedML 36 22 0 01 Dec 2020
Improving Federated Relational Data Modeling via Basis Alignment and Weight Penalty Yilun Lin Chaochao Chen Cen Chen Li Wang FedML 30 8 0 23 Nov 2020
IBM Federated Learning: an Enterprise Framework White Paper V0.1 Heiko Ludwig Nathalie Baracaldo Gegi Thomas Yi Zhou Ali Anwar ... Sean Laguna Mikhail Yurochkin Mayank Agarwal Ebube Chuba Annie Abay FedML 131 157 0 22 Jul 2020