Towards Personalized Federated Learning

1 March 2021

Papers citing "Towards Personalized Federated Learning"

50 / 355 papers shown

Title
Enhancing Federated Domain Adaptation with Multi-Domain Prototype-Based Federated Fine-Tuning Jingyuan Zhang Yiyang Duan Shuaicheng Niu Yang Cao Wei Yang Bryan Lim 20 1 0 10 Oct 2024
Distributionally Robust Clustered Federated Learning: A Case Study in Healthcare Xenia Konti Hans Riess Manos Giannopoulos Yi Shen Michael J. Pencina Nicoleta J. Economou-Zavlanos Michael M. Zavlanos FedML OOD 23 1 0 09 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 32 1 0 09 Oct 2024
Adaptive Guidance for Local Training in Heterogeneous Federated Learning Jianqing Zhang Yang Janet Liu Yang Hua Jian Cao Qiang Yang FedML 30 0 0 09 Oct 2024
pFedGame -- Decentralized Federated Learning using Game Theory in Dynamic Topology Monik Raj Behera Suchetana Chakraborty FedML 23 0 0 05 Oct 2024
A Federated Distributionally Robust Support Vector Machine with Mixture of Wasserstein Balls Ambiguity Set for Distributed Fault Diagnosis Michael Ibrahim Heraldo Rozas N. Gebraeel Weijun Xie FedML OOD 28 0 0 04 Oct 2024
Personalized Quantum Federated Learning for Privacy Image Classification Jinjing Shi Tian Chen Shichao Zhang Xuelong Li FedML 31 0 0 03 Oct 2024
Fair Decentralized Learning Sayan Biswas Anne-Marie Kermarrec Rishi Sharma Thibaud Trinca M. Vos FedML 32 0 0 03 Oct 2024
NTK-DFL: Enhancing Decentralized Federated Learning in Heterogeneous Settings via Neural Tangent Kernel Gabriel Thompson Kai Yue Chau-Wai Wong H. Dai FedML 13 0 0 02 Oct 2024
SatFed: A Resource-Efficient LEO Satellite-Assisted Heterogeneous Federated Learning Framework Yuxin Zhang Zheng Lin Zhe Chen Zihan Fang Wenjun Zhu Xianhao Chen Jin Zhao Yue Gao FedML 25 17 0 20 Sep 2024
TPFL: Tsetlin-Personalized Federated Learning with Confidence-Based Clustering Rasoul Jafari Gohari Laya Aliahmadipour Ezat Valipour FedML 30 0 0 16 Sep 2024
Applied Federated Model Personalisation in the Industrial Domain: A Comparative Study Ilias Siniosoglou Vasileios Argyriou G. Fragulis Panagiotis E. Fouliras Georgios Th. Papadopoulos A. Lytos Panagiotis G. Sarigiannidis 32 1 0 10 Sep 2024
Personalized Federated Learning Techniques: Empirical Analysis Azal Ahmad Khan Ahmad Faraz Khan Haider Ali A. Anwar FedML 27 1 0 10 Sep 2024
Rate-Constrained Quantization for Communication-Efficient Federated Learning Shayan Mohajer Hamidi Ali Bereyhi FedML MQ 23 1 0 10 Sep 2024
TriplePlay: Enhancing Federated Learning with CLIP for Non-IID Data and Resource Efficiency Ahmed Imteaj Md Zarif Hossain Saika Zaman Abdur R. Shahid VLM 21 1 0 09 Sep 2024
Wind turbine condition monitoring based on intra- and inter-farm federated learning Albin Grataloup Stefan Jonas Angela Meyer AI4CE 31 0 0 05 Sep 2024
FedMCP: Parameter-Efficient Federated Learning with Model-Contrastive Personalization Qianyi Zhao Chen Qu Cen Chen Mingyuan Fan Yanhao Wang 24 1 0 28 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
Addressing Skewed Heterogeneity via Federated Prototype Rectification with Personalization Shunxin Guo Hongsong Wang Shuxia Lin Zhiqiang Kou Xin Geng FedML 33 1 0 15 Aug 2024
Heterogeneity: An Open Challenge for Federated On-board Machine Learning Maria Hartmann Grégoire Danoy Pascal Bouvry FedML 34 0 0 13 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 26 1 0 06 Aug 2024
Personalized Federated Learning on Heterogeneous and Long-Tailed Data via Expert Collaborative Learning Fengling Lv Xinyi Shang Yang Zhou Yiqun Zhang Mengke Li Yang Lu FedML 37 0 0 04 Aug 2024
CELLM: An Efficient Communication in Large Language Models Training for Federated Learning Raja Vavekanand Kira Sam 42 0 0 30 Jul 2024
Federated Learning based Latent Factorization of Tensors for Privacy-Preserving QoS Prediction Shuai Zhong Zengtong Tang Di Wu 26 0 0 29 Jul 2024
Enhancing Group Fairness in Federated Learning through Personalization Yifan Yang Ali Payani Parinaz Naghizadeh Ardabili FedML 32 0 0 27 Jul 2024
A collaborative ensemble construction method for federated random forest Penjan Antonio Eng Lim Cheong Hee Park FedML 22 5 0 27 Jul 2024
Peak-Controlled Logits Poisoning Attack in Federated Distillation Yuhan Tang Aoxu Zhang Zhiyuan Wu Bo Gao Tian Wen Yuwei Wang Sheng Sun FedML AAML 36 0 0 25 Jul 2024
On ADMM in Heterogeneous Federated Learning: Personalization, Robustness, and Fairness Shengkun Zhu Jinshan Zeng Sheng Wang Yuan Sun Xiaodong Li Yuan Yao Zhiyong Peng 42 0 0 23 Jul 2024
The Diversity Bonus: Learning from Dissimilar Distributed Clients in Personalized Federated Learning Xinghao Wu Xuefeng Liu Jianwei Niu Guogang Zhu Shaojie Tang Xiaotian Li Jiannong Cao FedML 32 3 0 22 Jul 2024
Tackling Selfish Clients in Federated Learning Andrea Augello Ashish Gupta G. Re Sajal K. Das FedML 21 0 0 22 Jul 2024
Personalized Multi-tier Federated Learning Sourasekhar Banerjee Ali Dadras A. Yurtsever Monowar Bhuyan FedML 51 3 0 19 Jul 2024
Federated Learning Forecasting for Strengthening Grid Reliability and Enabling Markets for Resilience Lucas Pereira V. J. Nair Bruno Dias Hugo Morais Anuradha Annaswamy 16 0 0 16 Jul 2024
FedLog: Personalized Federated Classification with Less Communication and More Flexibility Haolin Yu Guojun Zhang Pascal Poupart FedML 27 0 0 11 Jul 2024
BFLN: A Blockchain-based Federated Learning Model for Non-IID Data Yang Li Chunhe Xia Dongchi Huang Xiaojian Li Tianbo Wang FedML 29 0 0 07 Jul 2024
Federated Knowledge Transfer Fine-tuning Large Server Model with Resource-Constrained IoT Clients Shaoyuan Chen Linlin You Rui Liu Shuo Yu A. Abdelmoniem 62 0 0 07 Jul 2024
Smart Sampling: Helping from Friendly Neighbors for Decentralized Federated Learning Lin Wang Yang Chen Yongxin Guo Xiaoying Tang FedML 48 0 0 05 Jul 2024
Personalized federated learning based on feature fusion Wolong Xing Zhenkui Shi Hongyan Peng Xiantao Hu Xianxian Li FedML 31 0 0 24 Jun 2024
Meta-FL: A Novel Meta-Learning Framework for Optimizing Heterogeneous Model Aggregation in Federated Learning Zahir Alsulaimawi 27 0 0 23 Jun 2024
FLoCoRA: Federated learning compression with low-rank adaptation Lucas Grativol Ribeiro Mathieu Léonardon Guillaume Muller Virginie Fresse Matthieu Arzel AI4CE 21 1 0 20 Jun 2024
Pre-Training and Personalized Fine-Tuning via Over-the-Air Federated Meta-Learning: Convergence-Generalization Trade-Offs Haifeng Wen Hong Xing Osvaldo Simeone AI4CE 40 3 0 17 Jun 2024
Evolving from Single-modal to Multi-modal Facial Deepfake Detection: Progress and Challenges Ping Liu Qiqi Tao Joey Tianyi Zhou 50 0 0 11 Jun 2024
Lurking in the shadows: Unveiling Stealthy Backdoor Attacks against Personalized Federated Learning Xiaoting Lyu Yufei Han Wei Wang Jingkai Liu Yongsheng Zhu Guangquan Xu Jiqiang Liu Xiangliang Zhang AAML FedML 49 6 0 10 Jun 2024
FedPylot: Navigating Federated Learning for Real-Time Object Detection in Internet of Vehicles Cyprien Quéméneur S. Cherkaoui 39 3 0 05 Jun 2024
Accelerating Heterogeneous Federated Learning with Closed-form Classifiers Eros Fani Raffaello Camoriano Barbara Caputo Marco Ciccone 34 4 0 03 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
FedAST: Federated Asynchronous Simultaneous Training Baris Askin Pranay Sharma Carlee Joe-Wong Gauri Joshi 43 1 0 01 Jun 2024
Sheaf HyperNetworks for Personalized Federated Learning B. Nguyen Lorenzo Sani Xinchi Qiu Pietro Lió Nicholas D. Lane 33 0 0 31 May 2024
FCOM: A Federated Collaborative Online Monitoring Framework via Representation Learning Tanapol Kosolwattana Huazheng Wang Raed Al Kontar Ying Lin FedML 42 0 0 30 May 2024
On Vessel Location Forecasting and the Effect of Federated Learning A. Tritsarolis N. Pelekis K. Bereta D. Zissis Y. Theodoridis FedML 25 2 0 30 May 2024
Decentralized Directed Collaboration for Personalized Federated Learning Yingqi Liu Yifan Shi Qinglun Li Baoyuan Wu Xueqian Wang Li Shen FedML 63 3 0 28 May 2024