Personalized Federated Learning using Hypernetworks

International Conference on Machine Learning (ICML), 2021

8 March 2021

Papers citing "Personalized Federated Learning using Hypernetworks"

50 / 188 papers shown

Title
UPFL: Unsupervised Personalized Federated Learning towards New ClientsSDM (SDM), 2023 Tiandi Ye Cen Chen Yinggui Wang Xiang Li Ming Gao FedML 119 4 0 29 Jul 2023
Domain-Agnostic Tuning-Encoder for Fast Personalization of Text-To-Image ModelsACM SIGGRAPH Conference and Exhibition on Computer Graphics and Interactive Techniques in Asia (SIGGRAPH Asia), 2023 Moab Arar Rinon Gal Yuval Atzmon Gal Chechik Daniel Cohen-Or Ariel Shamir Amit H. Bermano DiffM 163 92 0 13 Jul 2023
FedCP: Separating Feature Information for Personalized Federated Learning via Conditional PolicyKnowledge Discovery and Data Mining (KDD), 2023 Jianqing Zhang Yang Hua Hao Wang Tao Song Zhengui Xue Ruhui Ma Haibing Guan FedML 189 97 0 01 Jul 2023
Elastically-Constrained Meta-Learner for Federated Learning Peng Lan Donglai Chen Chong Xie Keshu Chen Jinyuan He Juntao Zhang Yonghong Chen Yan Xu FedML 200 2 0 29 Jun 2023
Personalized Federated Learning with Feature Alignment and Classifier CollaborationInternational Conference on Learning Representations (ICLR), 2023 Jian Xu Xin-Yi Tong Shao-Lun Huang FedML 186 151 0 20 Jun 2023
Structured Cooperative Learning with Graphical Model PriorsInternational Conference on Machine Learning (ICML), 2023 Shuang-Yang Li Wanrong Zhu Xinmei Tian Dacheng Tao 164 0 0 16 Jun 2023
Privacy Preserving Bayesian Federated Learning in Heterogeneous Settings Disha Makhija Joydeep Ghosh Nhat Ho FedML 174 2 0 13 Jun 2023
A Brief Review of Hypernetworks in Deep LearningArtificial Intelligence Review (AIR), 2023 Vinod Kumar Chauhan Jiandong Zhou Ping Lu Soheila Molaei David Clifton 393 144 0 12 Jun 2023
Personalization Disentanglement for Federated Learning: An explainable perspectiveIEEE International Conference on Multimedia and Expo (ICME), 2023 Peng Yan Guodong Long FedML 122 6 0 06 Jun 2023
pFedSim: Similarity-Aware Model Aggregation Towards Personalized Federated Learning Jiahao Tan Yipeng Zhou Gang Liu Jessie Hui Wang Shui Yu FedML 117 24 0 25 May 2023
Confidence-aware Personalized Federated Learning via Variational Expectation MaximizationComputer Vision and Pattern Recognition (CVPR), 2023 Junyi Zhu Xingchen Ma Matthew B. Blaschko FedML 154 35 0 21 May 2023
FedDWA: Personalized Federated Learning with Dynamic Weight AdjustmentInternational Joint Conference on Artificial Intelligence (IJCAI), 2023 Jiahao Liu Jiang Wu Jinyu Chen Di Wu Yipeng Zhou Di Wu FedML 202 30 0 10 May 2023
Efficient Personalized Federated Learning via Sparse Model-AdaptationInternational Conference on Machine Learning (ICML), 2023 Daoyuan Chen Fandong Meng Dawei Gao Bolin Ding Yaliang Li FedML 435 70 0 04 May 2023
Personalized Federated Learning under Mixture of DistributionsInternational Conference on Machine Learning (ICML), 2023 Yue Wu Shuaicheng Zhang Wenchao Yu Yanchi Liu Quanquan Gu Dawei Zhou Haifeng Chen Wei Cheng FedML 173 60 0 01 May 2023
Federated Learning of Shareable Bases for Personalization-Friendly Image Classification Hong-You Chen Shitian Zhao Ruotong Wang Xuhui Jia Qi Boqing Gong Wei-Lun Chao Li Zhang FedML 181 7 0 16 Apr 2023
FedBEVT: Federated Learning Bird's Eye View Perception Transformer in Road Traffic SystemsIEEE Transactions on Intelligent Vehicles (TIV), 2023 Rui Song Runsheng Xu Andreas Festag Jiaqi Ma Alois Knoll FedML 202 32 0 04 Apr 2023
FedFTN: Personalized Federated Learning with Deep Feature Transformation Network for Multi-institutional Low-count PET Denoising Bo Zhou Huidong Xie Qiong Liu Xiongchao Chen Xueqi Guo ... Biao Li Axel Rominger Kuangyu Shi James S. Duncan Chi Liu OOD 191 1 0 02 Apr 2023
Anti-DreamBooth: Protecting users from personalized text-to-image synthesisIEEE International Conference on Computer Vision (ICCV), 2023 T. Le Hao Phung Thuan Hoang Nguyen Quan Dao Ngoc N. Tran Anh Tran 292 128 0 27 Mar 2023
FedGH: Heterogeneous Federated Learning with Generalized Global HeaderACM Multimedia (ACM MM), 2023 Liping Yi Gang Wang Xiaoguang Liu Zhuan Shi Han Yu FedML 289 130 0 23 Mar 2023
Visual Prompt Based Personalized Federated Learning Guang-Ming Li Wansen Wu Yan Sun Li Shen Baoyuan Wu Dacheng Tao FedML VLM 138 18 0 15 Mar 2023
FLAG: Fast Label-Adaptive Aggregation for Multi-label Classification in Federated Learning Shih-Fang Chang Benny Wei-Yun Hsu Tien-Yu Chang Vincent S. Tseng 118 3 0 27 Feb 2023
Encoder-based Domain Tuning for Fast Personalization of Text-to-Image ModelsACM Transactions on Graphics (TOG), 2023 Rinon Gal Moab Arar Yuval Atzmon Amit H. Bermano Gal Chechik Daniel Cohen-Or DiffM 360 229 0 23 Feb 2023
Personalized Privacy-Preserving Framework for Cross-Silo Federated LearningIEEE Transactions on Emerging Topics in Computing (IEEE TETC), 2023 Van Tuan Tran Huy Hieu Pham Kok-Seng Wong FedML 204 10 0 22 Feb 2023
Adding Conditional Control to Text-to-Image Diffusion ModelsIEEE International Conference on Computer Vision (ICCV), 2023 Lvmin Zhang Anyi Rao Maneesh Agrawala AI4CE 800 5,549 1 10 Feb 2023
Personalised Federated Learning On Heterogeneous Feature Spaces A. Rakotomamonjy Maxime Vono H. M. Ruiz L. Ralaivola FedML 153 11 0 26 Jan 2023
SuperFedNAS: Cost-Efficient Federated Neural Architecture Search for On-Device InferenceEuropean Conference on Computer Vision (ECCV), 2023 Alind Khare A. Agrawal Aditya Annavajjala Rohit Das Myungjin Lee Hugo Latapie Alexey Tumanov FedML 142 3 0 26 Jan 2023
The Best of Both Worlds: Accurate Global and Personalized Models through Federated Learning with Data-Free Hyper-Knowledge DistillationInternational Conference on Learning Representations (ICLR), 2023 Huancheng Chen Johnny J. Wang H. Vikalo FedML 186 53 0 21 Jan 2023
FedCliP: Federated Learning with Client Pruning Beibei Li Zerui Shao Ao Liu Peiran Wang FedML 223 2 0 17 Jan 2023
Dual Personalization on Federated RecommendationInternational Joint Conference on Artificial Intelligence (IJCAI), 2023 Chunxu Zhang Guodong Long Tianyi Zhou Peng Yan Zijian Zhang Chengqi Zhang Bo Yang FedML 149 57 0 16 Jan 2023
FedDebug: Systematic Debugging for Federated Learning ApplicationsInternational Conference on Software Engineering (ICSE), 2023 Waris Gill A. Anwar Muhammad Ali Gulzar FedML 217 13 0 09 Jan 2023
Towards Fleet-wide Sharing of Wind Turbine Condition Information through Privacy-preserving Federated LearningEnergies (Energies), 2022 Lorin Jenkel S. Jonas Angela Meyer FedML 171 12 0 07 Dec 2022
Differentiated Federated Reinforcement Learning Based Traffic Offloading on Space-Air-Ground Integrated NetworksIEEE Transactions on Mobile Computing (IEEE TMC), 2022 Yeguang Qin Yilin Yang Zhiqi Guo Xin Yao Mingde Zhao Nei Kato 249 11 0 05 Dec 2022
FedALA: Adaptive Local Aggregation for Personalized Federated LearningAAAI Conference on Artificial Intelligence (AAAI), 2022 Jianqing Zhang Yang Hua Hao Wang Tao Song Zhengui Xue Ruhui Ma Haibing Guan FedML 316 343 0 02 Dec 2022
Flow: Per-Instance Personalized Federated Learning Through Dynamic RoutingNeural Information Processing Systems (NeurIPS), 2022 Kunjal Panchal Sunav Choudhary Nisarg Parikh Lijun Zhang Hui Guan 262 7 0 28 Nov 2022
Time Series Forecasting with Hypernetworks Generating Parameters in Advance Jaehoon Lee C. Kim Gyumin Lee Haksoo Lim Jeongwhan Choi Kookjin Lee Dongeun Lee Sanghyun Hong Noseong Park OOD AI4TS 128 4 0 22 Nov 2022
FedSiam-DA: Dual-aggregated Federated Learning via Siamese Network under Non-IID Data Ming Yang Yanhan Wang Xin Wang Zhenyong Zhang Xiaoming Wu Peng Cheng FedML 139 1 0 17 Nov 2022
HMOE: Hypernetwork-based Mixture of Experts for Domain Generalization Jingang Qu T. Faney Zehao Wang Patrick Gallinari Soleiman Yousef J. D. Hemptinne OOD 262 10 0 15 Nov 2022
Personalized Federated Learning with Multi-branch ArchitectureIEEE International Joint Conference on Neural Network (IJCNN), 2022 Junki Mori T. Yoshiyama Ryo Furukawa Isamu Teranishi FedML 186 2 0 15 Nov 2022
FedTP: Federated Learning by Transformer PersonalizationIEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2022 Hongxia Li Zhongyi Cai Jingya Wang Jiangnan Tang Weiping Ding Chin-Teng Lin Ye-ling Shi FedML 233 101 0 03 Nov 2022
Addressing Heterogeneity in Federated Learning via Distributional TransformationEuropean Conference on Computer Vision (ECCV), 2022 Haolin Yuan Bo Hui Yuchen Yang Philippe Burlina Neil Zhenqiang Gong Yinzhi Cao FedML OOD 132 14 0 26 Oct 2022
Federated Fuzzy Neural Network with Evolutionary Rule LearningIEEE transactions on fuzzy systems (IEEE TFS), 2022 Leijie Zhang Ye-ling Shi Yu-Cheng Chang Chin-Teng Lin FedML 132 25 0 26 Oct 2022
Personalized Federated Hypernetworks for Privacy Preservation in Multi-Task Reinforcement Learning Doseok Jang La-mei Yan Lucas Spangher C. Spanos 118 1 0 13 Oct 2022
FedPC: Federated Learning for Language Generation with Personal and Context Preference Embeddings Andrew Silva Pradyumna Tambwekar Matthew C. Gombolay FedML 136 0 0 07 Oct 2022
PersA-FL: Personalized Asynchronous Federated LearningOptimization Methods and Software (OMS), 2022 Taha Toghani Soomin Lee César A. Uribe FedML 241 7 0 03 Oct 2022
OCD: Learning to Overfit with Conditional Diffusion ModelsInternational Conference on Machine Learning (ICML), 2022 Shahar Lutati Lior Wolf DiffM 250 10 0 02 Oct 2022
Rethinking Data Heterogeneity in Federated Learning: Introducing a New Notion and Standard BenchmarksIEEE Transactions on Artificial Intelligence (IEEE TAI), 2022 Mahdi Morafah Saeed Vahidian Chong Chen M. Shah Bill Lin FedML 134 66 0 30 Sep 2022
Semi-Synchronous Personalized Federated Learning over Mobile Edge NetworksIEEE Transactions on Wireless Communications (TWC), 2022 Chaoqun You Daquan Feng Kun Guo Howard H. Yang Tony Q.S. Quek 121 18 0 27 Sep 2022
Federated Learning from Pre-Trained Models: A Contrastive Learning ApproachNeural Information Processing Systems (NeurIPS), 2022 Yue Tan Guodong Long Jie Ma Lu Liu Tianyi Zhou Jing Jiang FedML 224 243 0 21 Sep 2022
DUET: A Tuning-Free Device-Cloud Collaborative Parameters Generation Framework for Efficient Device Model GeneralizationThe Web Conference (WWW), 2022 Zheqi Lv Wenqiao Zhang Shengyu Zhang Kun Kuang Feng Wang ... Ruihao Zhang Tao Shen Hongxia Yang Bengchin Ooi Leilei Gan 232 61 0 12 Sep 2022
Personalized Federated Learning with Communication Compression El Houcine Bergou Konstantin Burlachenko Aritra Dutta Peter Richtárik FedML 190 10 0 12 Sep 2022