Towards Private Learning on Decentralized Graphs with Local Differential
Privacy

Towards Private Learning on Decentralized Graphs with Local Differential Privacy

23 January 2022

Wanyu Lin

Cong Wang

Papers citing "Towards Private Learning on Decentralized Graphs with Local Differential Privacy"

16 / 16 papers shown

Title
Fair Decentralized Learning Sayan Biswas Anne-Marie Kermarrec Rishi Sharma Thibaud Trinca M. Vos FedML 25 0 0 03 Oct 2024
Beyond Noise: Privacy-Preserving Decentralized Learning with Virtual Nodes Sayan Biswas Mathieu Even Anne-Marie Kermarrec Laurent Massoulie Rafael Pires Rishi Sharma M. Vos 31 3 0 15 Apr 2024
GraphPub: Generation of Differential Privacy Graph with High Availability Wanghan Xu Bin Shi Ao Liu Jiqiang Zhang Bo Dong 30 2 0 28 Feb 2024
Deep Efficient Private Neighbor Generation for Subgraph Federated Learning Ke Zhang Lichao Sun Bolin Ding S. Yiu Carl Yang FedML 18 8 0 09 Jan 2024
Blink: Link Local Differential Privacy in Graph Neural Networks via Bayesian Estimation Xiaochen Zhu Vincent Y. F. Tan Xiaokui Xiao 14 9 0 06 Sep 2023
A Survey on Privacy in Graph Neural Networks: Attacks, Preservation, and Applications Yi Zhang Yuying Zhao Zhaoqing Li Xueqi Cheng Yu-Chiang Frank Wang Olivera Kotevska Philip S. Yu Tyler Derr 18 9 0 31 Aug 2023
Unveiling the Role of Message Passing in Dual-Privacy Preservation on GNNs Tianyi Zhao Hui Hu Lu Cheng 12 3 0 25 Aug 2023
ProGAP: Progressive Graph Neural Networks with Differential Privacy Guarantees Sina Sajadmanesh D. Gática-Pérez 11 15 0 18 Apr 2023
Differentially Private Decentralized Optimization with Relay Communication Luqing Wang Luyao Guo Shaofu Yang Xinli Shi 8 0 0 21 Dec 2022
Stateful Switch: Optimized Time Series Release with Local Differential Privacy Qingqing Ye Haibo Hu Kai Huang M. Au Qiao Xue 16 10 0 17 Dec 2022
A Privacy-Preserving Subgraph-Level Federated Graph Neural Network via Differential Privacy Yeqing Qiu Chenyu Huang Jianzong Wang Zhangcheng Huang Jing Xiao FedML 6 12 0 07 Jun 2022
Network change point localisation under local differential privacy Mengchu Li Thomas B. Berrett Yi Yu 19 7 0 14 May 2022
Degree-Preserving Randomized Response for Graph Neural Networks under Local Differential Privacy Seira Hidano Takao Murakami 18 8 0 21 Feb 2022
Membership Inference Attack on Graph Neural Networks Iyiola E. Olatunji Wolfgang Nejdl Megha Khosla AAML 31 96 0 17 Jan 2021
Locally Differentially Private Analysis of Graph Statistics Jacob Imola Takao Murakami Kamalika Chaudhuri 65 70 0 17 Oct 2020
Stealing Links from Graph Neural Networks Xinlei He Jinyuan Jia Michael Backes Neil Zhenqiang Gong Yang Zhang AAML 53 164 0 05 May 2020