Federated Generative Learning with Foundation Models

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Federated Generative Learning with Foundation Models

28 June 2023

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Papers citing "Federated Generative Learning with Foundation Models"

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Title
Federated Learning for Medical Image Classification: A Comprehensive Benchmark Zhekai Zhou Guibo Luo Mingzhi Chen Zhenyu Weng Yuesheng Zhu FedML 59 1 0 07 Apr 2025
Data-free Knowledge Distillation with Diffusion Models Xiaohua Qi Renda Li Long Peng Q. Ling Jun Yu Ziyi Chen Peng Chang Mei Han Jing Xiao 106 0 0 01 Apr 2025
WarmFed: Federated Learning with Warm-Start for Globalization and Personalization Via Personalized Diffusion Models Tao Feng Jie Zhang Xiangjian Li Rong Huang Huashan Liu Zhijie Wang FedML 98 0 0 05 Mar 2025
Vision Foundation Models in Medical Image Analysis: Advances and Challenges Pengchen Liang Bin Pu Haishan Huang Yiwei Li Haoran Wang Weibo Ma Qing Chang VLM MedIm 153 1 0 24 Feb 2025
Does Training with Synthetic Data Truly Protect Privacy? Yunpeng Zhao Jie Zhang 146 1 0 18 Feb 2025
One-shot Federated Learning via Synthetic Distiller-Distillate Communication Junyuan Zhang Songhua Liu Xinchao Wang DD FedML 94 3 0 06 Dec 2024
FedBiP: Heterogeneous One-Shot Federated Learning with Personalized Latent Diffusion Models Haokun Chen Hang Li Yao Zhang Gengyuan Zhang Jinhe Bi Philip Torr Philip Torr Denis Krompass Denis Krompass Volker Tresp 136 3 0 07 Oct 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 110 9 0 02 Sep 2024
FedDEO: Description-Enhanced One-Shot Federated Learning with Diffusion Models Mingzhao Yang Shangchao Su Bin Li Xiangyang Xue 92 6 0 29 Jul 2024
Adaptive Frequency Enhancement Network for Single Image Deraining Fei Yan Yuhong He Keyu Chen En Cheng Jikang Ma 88 1 0 19 Jul 2024
Synergizing Foundation Models and Federated Learning: A Survey Shenghui Li Fanghua Ye Meng Fang Jiaxu Zhao Yun-Hin Chan Edith C. -H. Ngai Thiemo Voigt AI4CE 125 7 0 18 Jun 2024
Harnessing Federated Generative Learning for Green and Sustainable Internet of Things Yuanhang Qi M. Hossain 80 7 0 30 Apr 2024
Jailbreaking Prompt Attack: A Controllable Adversarial Attack against Diffusion Models Jiachen Ma Anda Cao Zhiqing Xiao Jie Zhang Chaonan Ye Chao Ye Junbo Zhao 141 33 0 02 Apr 2024
MPCPA: Multi-Center Privacy Computing with Predictions Aggregation based on Denoising Diffusion Probabilistic Model Guibo Luo Hanwen Zhang Xiuling Wang Mingzhi Chen Yuesheng Zhu DiffM 72 1 0 12 Mar 2024
DiffClass: Diffusion-Based Class Incremental Learning Zichong Meng Jie Zhang Changdi Yang Zheng Zhan Pu Zhao Yanzhi Wang DiffM CLL 82 16 0 08 Mar 2024
FedMS: Federated Learning with Mixture of Sparsely Activated Foundations Models Panlong Wu Kangshuo Li Ting Wang Fangxin Wang FedML MoE 91 4 0 26 Dec 2023
Real-Fake: Effective Training Data Synthesis Through Distribution Matching Jianhao Yuan Jie Zhang Shuyang Sun Philip Torr Bo Zhao 87 27 0 16 Oct 2023
Topology-aware Federated Learning in Edge Computing: A Comprehensive Survey Jiajun Wu Steve Drew Fan Dong Zhuangdi Zhu Jiayu Zhou FedML 130 53 0 06 Feb 2023
Federated Learning in Distributed Medical Databases: Meta-Analysis of Large-Scale Subcortical Brain Data R. SantiagoS.Silva B. Gutman E. Romero P. Thompson Andre Altmann Marco Lorenzi FedML 96 182 0 19 Oct 2018