FedGAN: Federated Generative Adversarial Networks for Distributed Data

12 June 2020

Tao Sun

Papers citing "FedGAN: Federated Generative Adversarial Networks for Distributed Data"

50 / 77 papers shown

Title
PRISM: Privacy-Preserving Improved Stochastic Masking for Federated Generative Models Kyeongkook Seo Dong-Jun Han Jaejun Yoo 42 0 0 11 Mar 2025
Federated Learning for Diffusion Models Zihao Peng Xijun Wang Shengbo Chen Hong Rao Cong Shen DiffM FedML 53 0 0 09 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
Asynchronous Personalized Federated Learning through Global Memorization Fan Wan Y. Li Xueqi Qiu Rui Sun L. Zhang Xingyu Miao Tianyu Zhang Haoran Duan Yang Long 34 0 0 01 Mar 2025
Provably Near-Optimal Federated Ensemble Distillation with Negligible Overhead Won-Jun Jang Hyeon-Seo Park Si-Hyeon Lee FedML 172 0 0 10 Feb 2025
Nested Annealed Training Scheme for Generative Adversarial Networks Chang Wan Ming-Hsuan Yang Minglu Li Yunliang Jiang Zhonglong Zheng GAN 38 0 0 20 Jan 2025
AFed: Algorithmic Fair Federated Learning Huiqiang Chen Tianqing Zhu Wanlei Zhou Wei Zhao FedML 29 0 0 06 Jan 2025
FedCAR: Cross-client Adaptive Re-weighting for Generative Models in Federated Learning Minjun Kim Minjee Kim Jinhoon Jeong FedML MedIm OOD 64 0 0 16 Dec 2024
Federated Time Series Generation on Feature and Temporally Misaligned Data Chenrui Fan Zhi Wen Soi Aditya Shankar Abele Malan Lydia Y. Chen FedML AI4TS 31 0 0 28 Oct 2024
In-depth Analysis of Privacy Threats in Federated Learning for Medical Data B. Das M. H. Amini Yanzhao Wu 29 0 0 27 Sep 2024
Using Synthetic Data to Mitigate Unfairness and Preserve Privacy in Collaborative Machine Learning Chia-Yuan Wu Frank E. Curtis Daniel P. Robinson DD 38 0 0 14 Sep 2024
Diffusion-Driven Data Replay: A Novel Approach to Combat Forgetting in Federated Class Continual Learning Jinglin Liang Jin Zhong Hanlin Gu Zhongqi Lu Xingxing Tang Gang Dai Shuangping Huang Lixin Fan Qiang Yang DiffM 44 7 0 02 Sep 2024
FissionVAE: Federated Non-IID Image Generation with Latent Space and Decoder Decomposition Chen Hu Hanchi Ren Jingjing Deng Xianghua Xie Xiaoke Ma FedML 63 0 0 30 Aug 2024
Federated Knowledge Recycling: Privacy-Preserving Synthetic Data Sharing Eugenio Lomurno Matteo Matteucci 41 2 0 30 Jul 2024
Privacy-Preserving Adaptive Re-Identification without Image Transfer Hamza Rami Jhony H. Giraldo Nicolas Winckler Stéphane Lathuilière 24 0 0 17 Jul 2024
Training Diffusion Models with Federated Learning Matthijs de Goede Bart Cox Jérémie Decouchant FedML 49 8 0 18 Jun 2024
Promoting Data and Model Privacy in Federated Learning through Quantized LoRA Jianhao Zhu Changze Lv Xiaohua Wang Muling Wu Wenhao Liu Tianlong Li Zixuan Ling Cenyuan Zhang Xiaoqing Zheng Xuanjing Huang 38 3 0 16 Jun 2024
A Systematic Review of Federated Generative Models Ashkan Vedadi Gargary Emiliano De Cristofaro AI4CE 38 2 0 26 May 2024
Improving Multi-Center Generalizability of GAN-Based Fat Suppression using Federated Learning Pranav Kulkarni Adway U. Kanhere Harshita Kukreja Vivian Zhang P. Yi Vishwa S. Parekh MedIm AI4CE 29 0 0 10 Apr 2024
Hyperparameter-Free Medical Image Synthesis for Sharing Data and Improving Site-Specific Segmentation A. Chebykin Peter A. N. Bosman T. Alderliesten MedIm 27 0 0 09 Apr 2024
Approximate Gradient Coding for Privacy-Flexible Federated Learning with Non-IID Data Okko Makkonen Sampo Niemelä Camilla Hollanti Serge Kas Hanna 35 0 0 04 Apr 2024
Exploiting Label Skews in Federated Learning with Model Concatenation Yiqun Diao Q. Li Bingsheng He FedML 22 16 0 11 Dec 2023
A Survey on Vulnerability of Federated Learning: A Learning Algorithm Perspective Xianghua Xie Chen Hu Hanchi Ren Jingjing Deng FedML AAML 40 19 0 27 Nov 2023
On the Distributed Evaluation of Generative Models Zixiao Wang Farzan Farnia Zhenghao Lin Yunheng Shen Bei Yu EGVM FedML 16 2 0 18 Oct 2023
Solving a Class of Non-Convex Minimax Optimization in Federated Learning Xidong Wu Jianhui Sun Zhengmian Hu Aidong Zhang Heng-Chiao Huang FedML 97 12 0 05 Oct 2023
FLAIM: AIM-based Synthetic Data Generation in the Federated Setting Samuel Maddock Graham Cormode Carsten Maple 29 4 0 05 Oct 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
Federated Multi-Sequence Stochastic Approximation with Local Hypergradient Estimation Davoud Ataee Tarzanagh Mingchen Li Pranay Sharma Samet Oymak 24 0 0 02 Jun 2023
FedML-HE: An Efficient Homomorphic-Encryption-Based Privacy-Preserving Federated Learning System Weizhao Jin Yuhang Yao Shanshan Han Jiajun Gu Carlee Joe-Wong Srivatsan Ravi A. Avestimehr Chaoyang He FedML 13 49 0 20 Mar 2023
FedACK: Federated Adversarial Contrastive Knowledge Distillation for Cross-Lingual and Cross-Model Social Bot Detection Yingguang Yang Renyu Yang Hao Peng Yangyang Li Tong Li Yong Liao Pengyuan Zhou FedML 45 28 0 10 Mar 2023
Better Generative Replay for Continual Federated Learning Daiqing Qi Handong Zhao Sheng R. Li FedML 19 46 0 25 Feb 2023
GAN-based Vertical Federated Learning for Label Protection in Binary Classification Yujin Han Leying Guan FedML 30 0 0 04 Feb 2023
Distributed Traffic Synthesis and Classification in Edge Networks: A Federated Self-supervised Learning Approach Yong Xiao Rong Xia Yingyu Li Guangming Shi Diep N. Nguyen D. Hoang Dusit Niyato Marwan Krunz 21 12 0 01 Feb 2023
ApproxED: Approximate exploitability descent via learned best responses Carlos Martin T. Sandholm 24 0 0 20 Jan 2023
Modeling Global Distribution for Federated Learning with Label Distribution Skew Tao Sheng Cheng Shen Yuan Liu Yeyu Ou Zhe Qu Jianxin Wang FedML 27 7 0 17 Dec 2022
PaDPaF: Partial Disentanglement with Partially-Federated GANs Abdulla Jasem Almansoori Samuel Horváth Martin Takáč FedML 18 0 0 07 Dec 2022
Generating Synthetic Data in a Secure Federated General Adversarial Networks for a Consortium of Health Registries N. Veeraragavan J. Nygaard 11 2 0 03 Dec 2022
Generative Data Augmentation for Non-IID Problem in Decentralized Clinical Machine Learning Zirui Wang Shaoming Duan Chengyue Wu Wenhao Lin Xin-Xiang Zha Peiyi Han Chuanyi Liu MedIm 19 4 0 02 Dec 2022
Backdoor Attack and Defense in Federated Generative Adversarial Network-based Medical Image Synthesis Ruinan Jin Xiaoxiao Li FedML AAML MedIm 38 23 0 19 Oct 2022
$SAGDA: Achieving $\mathcal{O}(ε^{-2})$ Communication Complexity in Federated Min-Max Learning$ SAGDA: Achieving $\mathcal{O}(ε^{-2})$ Communication Complexity in Federated Min-Max Learning Haibo Yang Zhuqing Liu Xin Zhang Jia-Wei Liu FedML 30 0 0 02 Oct 2022
Training Normalizing Flows from Dependent Data Matthias Kirchler C. Lippert Marius Kloft TPM 18 2 0 29 Sep 2022
One Model to Unite Them All: Personalized Federated Learning of Multi-Contrast MRI Synthesis Onat Dalmaz Muhammad Usama Mirza Gokberk Elmas Muzaffer Özbey S. Dar Emir Ceyani Salman Avestimehr Tolga cCukur MedIm 28 39 0 13 Jul 2022
Federated Split GANs P. Kortoçi Yilei Liang Pengyuan Zhou Lik-Hang Lee Abbas Mehrabi Pan Hui Sasu Tarkoma Jon Crowcroft FedML 24 7 0 04 Jul 2022
Backdoor Attack is a Devil in Federated GAN-based Medical Image Synthesis Ruinan Jin Xiaoxiao Li AAML FedML MedIm 31 12 0 02 Jul 2022
Effect of Homomorphic Encryption on the Performance of Training Federated Learning Generative Adversarial Networks Ignjat Pejic Rui Wang K. Liang BDL FedML 17 2 0 01 Jul 2022
EFFGAN: Ensembles of fine-tuned federated GANs Ebba Ekblom Edvin Listo Zec Olof Mogren FedML 26 8 0 23 Jun 2022
A Communication-efficient Algorithm with Linear Convergence for Federated Minimax Learning Zhenyu Sun Ermin Wei FedML 17 14 0 02 Jun 2022
Federated Learning in Non-IID Settings Aided by Differentially Private Synthetic Data Huancheng Chen H. Vikalo FedML 6 13 0 01 Jun 2022
FedHarmony: Unlearning Scanner Bias with Distributed Data Nicola K. Dinsdale M. Jenkinson Ana I. L. Namburete FedML 9 15 0 31 May 2022
FedNest: Federated Bilevel, Minimax, and Compositional Optimization Davoud Ataee Tarzanagh Mingchen Li Christos Thrampoulidis Samet Oymak FedML 40 73 0 04 May 2022