Personalized Federated Learning using Hypernetworks

8 March 2021

Papers citing "Personalized Federated Learning using Hypernetworks"

50 / 174 papers shown

Title
Lazy But Effective: Collaborative Personalized Federated Learning with Heterogeneous Data Ljubomir Rokvic Panayiotis Danassis Boi Faltings FedML 33 0 0 05 May 2025
A Client-level Assessment of Collaborative Backdoor Poisoning in Non-IID Federated Learning Phung Lai Guanxiong Liu Hai Phan Issa M. Khalil Abdallah Khreishah Xintao Wu FedML 36 0 0 17 Apr 2025
Federated Learning with Domain Shift Eraser Z. Wang Zihui Wang Z. Wang Xiaoliang Fan Cheng-Yu Wang FedML 51 0 0 17 Mar 2025
Personalized Federated Learning via Learning Dynamic Graphs Ziran Zhou Guanyu Gao Xiaohu Wu Yan Lyu FedML 45 0 0 07 Mar 2025
HyDA: Hypernetworks for Test Time Domain Adaptation in Medical Imaging Analysis Doron Serebro Tammy Riklin-Raviv OOD 58 0 0 06 Mar 2025
FedAPA: Server-side Gradient-Based Adaptive Personalized Aggregation for Federated Learning on Heterogeneous Data Yuxia Sun Aoxiang Sun Siyi Pan Zhixiao Fu Jingcai Guo 81 0 0 11 Feb 2025
PeFLL: Personalized Federated Learning by Learning to Learn Jonathan Scott Hossein Zakerinia Christoph H. Lampert FedML 85 7 0 17 Jan 2025
Optimizing Personalized Federated Learning through Adaptive Layer-Wise Learning Weihang Chen Jie Ren Zhiqiang Li Ling Gao Z. Wang AI4CE 118 0 0 10 Dec 2024
FedAH: Aggregated Head for Personalized Federated Learning Pengzhan Zhou Yuepeng He Yijun Zhai Kaixin Gao Chao Chen Zhida Qin Chong Zhang Songtao Guo FedML 72 1 0 02 Dec 2024
FedRAV: Hierarchically Federated Region-Learning for Traffic Object Classification of Autonomous Vehicles Yijun Zhai Pengzhan Zhou Yuepeng He Fang Qu Zhida Qin Xianlong Jiao Guiyan Liu Songtao Guo 69 0 0 21 Nov 2024
Provably Faster Algorithms for Bilevel Optimization via Without-Replacement Sampling Junyi Li Heng Huang 34 1 0 07 Nov 2024
Free-Rider and Conflict Aware Collaboration Formation for Cross-Silo Federated Learning Mengmeng Chen Xiaohu Wu Xiaoli Tang Tiantian He Y. Ong Qiqi Liu Qicheng Lao Han Yu FedML 18 3 0 25 Oct 2024
Personalized Federated Learning with Adaptive Feature Aggregation and Knowledge Transfer Keting Yin Jiayi Mao 29 0 0 19 Oct 2024
Personalizing Low-Rank Bayesian Neural Networks Via Federated Learning Boning Zhang Dongzhu Liu Osvaldo Simeone Guanchu Wang Dimitrios Pezaros Guangxu Zhu BDL FedML 31 0 0 18 Oct 2024
Benchmarking Data Heterogeneity Evaluation Approaches for Personalized Federated Learning Zhilong Li Xiaohu Wu Xiaoli Tang Tiantian He Yew-Soon Ong Mengmeng Chen Qiqi Liu Qicheng Lao Han Yu FedML 27 1 0 09 Oct 2024
Federated brain tumor segmentation: an extensive benchmark Matthis Manthe Stefan Duffner Carole Lartizien OOD FedML 35 4 0 07 Oct 2024
pFedGPA: Diffusion-based Generative Parameter Aggregation for Personalized Federated Learning Jiahao Lai J. Li Jian Xu Yanru Wu Boshi Tang Siqi Chen Yongfeng Huang Wenbo Ding Yang Li FedML 73 0 0 09 Sep 2024
The Key of Parameter Skew in Federated Learning Sifan Wang Junfeng Liao Ye Yuan Riquan Zhang FedML 31 0 0 21 Aug 2024
Federated Graph Learning with Structure Proxy Alignment Xingbo Fu Zihan Chen Binchi Zhang Chen Chen Jundong Li FedML 39 6 0 18 Aug 2024
Research on Personalized Compression Algorithm for Pre-trained Models Based on Homomorphic Entropy Increase Yicong Li Xing Guo Haohua Du 30 0 0 16 Aug 2024
Personalizing Federated Instrument Segmentation with Visual Trait Priors in Robotic Surgery Jialang Xu Jiacheng Wang Lequan Yu Danail Stoyanov Yueming Jin E. Mazomenos 24 1 0 06 Aug 2024
Semantic Codebook Learning for Dynamic Recommendation Models Zheqi Lv Shaoxuan He Ahmed Salem Minxing Zhang Wenqiao Zhang Jingyuan Chen Yang Zhang Fei Wu 23 5 0 31 Jul 2024
Designing Time-Series Models With Hypernetworks & Adversarial Portfolios Filip Stanek AI4TS 21 0 0 29 Jul 2024
HF-Fed: Hierarchical based customized Federated Learning Framework for X-Ray Imaging Tajamul Ashraf Tisha Madame 35 0 0 25 Jul 2024
BFLN: A Blockchain-based Federated Learning Model for Non-IID Data Yang Li Chunhe Xia Dongchi Huang Xiaojian Li Tianbo Wang FedML 24 0 0 07 Jul 2024
Bridging Model Heterogeneity in Federated Learning via Uncertainty-based Asymmetrical Reciprocity Learning Jiaqi Wang Chenxu Zhao Lingjuan Lyu Quanzeng You Mengdi Huai Fenglong Ma FedML 37 3 0 03 Jul 2024
Communication-Efficient Federated Knowledge Graph Embedding with Entity-Wise Top-K Sparsification Xiaoxiong Zhang Zhiwei Zeng Xin Zhou Dusit Niyato Zhiqi Shen FedML 24 1 0 19 Jun 2024
Personalized Federated Knowledge Graph Embedding with Client-Wise Relation Graph Xiaoxiong Zhang Zhiwei Zeng Xin Zhou Dusit Niyato Zhiqi Shen FedML 52 3 0 17 Jun 2024
Decentralized Personalized Federated Learning Salma Kharrat Marco Canini Samuel Horváth FedML 39 0 0 10 Jun 2024
Federated Model Heterogeneous Matryoshka Representation Learning Liping Yi Han Yu Chao Ren Gang Wang Xiaoguang Liu Xiaoxiao Li FedML 43 8 0 01 Jun 2024
Non-Federated Multi-Task Split Learning for Heterogeneous Sources Yilin Zheng A. Eryilmaz FedML 30 0 0 31 May 2024
Sheaf HyperNetworks for Personalized Federated Learning B. Nguyen Lorenzo Sani Xinchi Qiu Pietro Lió Nicholas D. Lane 21 0 0 31 May 2024
Selective Knowledge Sharing for Personalized Federated Learning Under Capacity Heterogeneity Zheng Wang Zheng Wang Zhaopeng Peng Zihui Wang Cheng-i Wang FedML 35 0 0 31 May 2024
Hate Speech Detection with Generalizable Target-aware Fairness Tong Chen Danny Wang Xurong Liang Marten Risius Gianluca Demartini Hongzhi Yin 19 3 0 28 May 2024
Multi-Level Additive Modeling for Structured Non-IID Federated Learning Shutong Chen Tianyi Zhou Guodong Long Jie Ma Jing Jiang Chengqi Zhang FedML 30 1 0 26 May 2024
FedSheafHN: Personalized Federated Learning on Graph-structured Data Wenfei Liang Yanan Zhao Rui She Yiming Li Wee Peng Tay FedML 46 0 0 25 May 2024
Text-to-Model: Text-Conditioned Neural Network Diffusion for Train-Once-for-All Personalization Zexi Li Lingzhi Gao Chao Wu AI4CE DiffM 55 3 0 23 May 2024
Balancing Similarity and Complementarity for Federated Learning Kunda Yan Sen Cui Abudukelimu Wuerkaixi Jingfeng Zhang Bo Han Gang Niu Masashi Sugiyama Changshui Zhang FedML 24 1 0 16 May 2024
Harmonizing Generalization and Personalization in Federated Prompt Learning Tianyu Cui Hongxia Li Jingya Wang Ye-ling Shi FedML VLM 32 8 0 16 May 2024
FedCRL: Personalized Federated Learning with Contrastive Shared Representations for Label Heterogeneity in Non-IID Data Chenghao Huang Xiaolu Chen Yanru Zhang Hao Wang FedML 31 1 0 27 Apr 2024
Federated Learning with Only Positive Labels by Exploring Label Correlations Xuming An Dui Wang Li Shen Yong Luo Han Hu Bo Du Yonggang Wen Dacheng Tao FedML 18 0 0 24 Apr 2024
FLoRA: Enhancing Vision-Language Models with Parameter-Efficient Federated Learning Duy Phuong Nguyen J. P. Muñoz Ali Jannesari VLM 29 6 0 12 Apr 2024
FLEX: FLEXible Federated Learning Framework Francisco Herrera Daniel Jiménez-López Alberto Argente-Garrido Nuria Rodríguez Barroso Cristina Zuheros Ignacio Aguilera-Martos Beatriz Bello Mario García-Márquez M. V. Luzón 23 2 0 09 Apr 2024
Privacy Preserving Prompt Engineering: A Survey Kennedy Edemacu Xintao Wu 39 18 0 09 Apr 2024
FedSelect: Personalized Federated Learning with Customized Selection of Parameters for Fine-Tuning Rishub Tamirisa Chulin Xie Wenxuan Bao Andy Zhou Ron Arel Aviv Shamsian 31 6 0 03 Apr 2024
Federated Multi-Agent Mapping for Planetary Exploration Tiberiu-Ioan Szatmari Abhishek Cauligi FedML AI4CE 29 0 0 02 Apr 2024
MAPL: Model Agnostic Peer-to-peer Learning Sayak Mukherjee Andrea Simonetto Hadi Jamali Rad 34 0 0 28 Mar 2024
FedAC: An Adaptive Clustered Federated Learning Framework for Heterogeneous Data Yuxin Zhang Haoyu Chen Zheng Lin Zhe Chen Jin Zhao FedML 36 21 0 25 Mar 2024
Architectural Blueprint For Heterogeneity-Resilient Federated Learning Satwat Bashir T. Dagiuklas Kasra Kassai Muddesar Iqbal 23 1 0 07 Mar 2024
Global and Local Prompts Cooperation via Optimal Transport for Federated Learning Hongxia Li Wei Huang Jingya Wang Ye-ling Shi FedML VLM 25 19 0 29 Feb 2024