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2003.13461
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Adaptive Personalized Federated Learning
30 March 2020
Yuyang Deng
Mohammad Mahdi Kamani
M. Mahdavi
FedML
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Papers citing
"Adaptive Personalized Federated Learning"
50 / 334 papers shown
Federated style aware transformer aggregation of representations
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Euinam Huh
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Personalized Federated Learning with Bidirectional Communication Compression via One-Bit Random Sketching
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Xu Zhang
Guanghui Qiu
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Yinchuan Li
Kaiyuan Feng
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345
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17 Nov 2025
A Closer Look at Personalized Fine-Tuning in Heterogeneous Federated Learning
Minghui Chen
Hrad Ghoukasian
Ruinan Jin
Zehua Wang
Sai Praneeth Karimireddy
Xiaoxiao Li
205
0
0
16 Nov 2025
Local Performance vs. Out-of-Distribution Generalization: An Empirical Analysis of Personalized Federated Learning in Heterogeneous Data Environments
Mortesa Hussaini
Jan Theiß
Anthony Stein
FedML
OOD
225
0
0
28 Oct 2025
Personalized Collaborative Learning with Affinity-Based Variance Reduction
Chenyu Zhang
Navid Azizan
158
0
0
17 Oct 2025
Evaluation of Differential Privacy Mechanisms on Federated Learning
Tejash Varsani
FedML
131
0
0
09 Oct 2025
Personalized federated prototype learning in mixed heterogeneous data scenarios
Jiahao Zeng
Wolong Xing
Liangtao Shi
Xin Huang
Jialin Wang
Zhile Cao
Zhenkui Shi
FedML
178
0
0
04 Oct 2025
TAP: Two-Stage Adaptive Personalization of Multi-Task and Multi-Modal Foundation Models in Federated Learning
Seohyun Lee
Wenzhi Fang
Dong-Jun Han
Seyyedali Hosseinalipour
Christopher G. Brinton
160
1
0
30 Sep 2025
Fed-REACT: Federated Representation Learning for Heterogeneous and Evolving Data
Yiyue Chen
Usman Akram
C. Wang
Haris Vikalo
184
1
0
08 Sep 2025
A Model-agnostic Strategy to Mitigate Embedding Degradation in Personalized Federated Recommendation
Jiakui Shen
Yunqi Mi
Guoshuai Zhao
Jialie Shen
Xueming Qian
FedML
158
0
0
27 Aug 2025
Dual-Distilled Heterogeneous Federated Learning with Adaptive Margins for Trainable Global Prototypes
Md Anwar Hossen
Fatema Siddika
Wensheng Zhang
Anuj Sharma
Ali Jannesari
Ali Jannesari
306
0
0
26 Aug 2025
Choice Outweighs Effort: Facilitating Complementary Knowledge Fusion in Federated Learning via Re-calibration and Merit-discrimination
Ming Yang
Dongrun Li
Xin Wang
Xiaoyang Yu
Xiaoming Wu
Shibo He
FedML
190
1
0
25 Aug 2025
Flexible Personalized Split Federated Learning for On-Device Fine-Tuning of Foundation Models
Tianjun Yuan
Jiaxiang Geng
Pengchao Han
Xianhao Chen
Bing Luo
222
2
0
14 Aug 2025
GraphFedMIG: Tackling Class Imbalance in Federated Graph Learning via Mutual Information-Guided Generation
Xinrui Li
Qilin Fan
Tianfu Wang
Kaiwen Wei
Ke Yu
Xu Zhang
FedML
188
0
0
14 Aug 2025
Hypernetworks for Model-Heterogeneous Personalized Federated Learning
Chen Zhang
Husheng Li
Xiang Liu
Linshan Jiang
Danxin Wang
FedML
235
0
0
30 Jul 2025
pFedMMA: Personalized Federated Fine-Tuning with Multi-Modal Adapter for Vision-Language Models
Sajjad Ghiasvand
Mahnoosh Alizadeh
Ramtin Pedarsani
VLM
375
1
0
07 Jul 2025
Whom to Trust? Adaptive Collaboration in Personalized Federated Learning
Amr Abourayya
Jens Kleesiek
Bharat Rao
Michael Kamp
FedML
422
0
0
30 Jun 2025
Learning to Collaborate Over Graphs: A Selective Federated Multi-Task Learning Approach
Ahmed Elbakary
Chaouki Ben Issaid
Mehdi Bennis
FedML
326
0
0
11 Jun 2025
Pessimism Principle Can Be Effective: Towards a Framework for Zero-Shot Transfer Reinforcement Learning
Chi Zhang
Ziying Jia
George Atia
Sihong He
Yue Wang
526
2
0
24 May 2025
Personalized Federated Learning under Model Dissimilarity Constraints
Samuel Erickson
Mikael Johansson
FedML
767
0
0
12 May 2025
Empirical Analysis of Asynchronous Federated Learning on Heterogeneous Devices: Efficiency, Fairness, and Privacy Trade-offs
Samaneh Mohammadi
Iraklis Symeonidis
Ali Balador
Francesco Flammini
FedML
209
2
0
11 May 2025
Towards Artificial General or Personalized Intelligence? A Survey on Foundation Models for Personalized Federated Intelligence
Yu Qiao
Huy Q. Le
Avi Deb Raha
Phuong-Nam Tran
Apurba Adhikary
Mengchun Zhang
Loc X. Nguyen
Eui-nam Huh
Zhu Han
Choong Seon Hong
AI4CE
460
7
0
11 May 2025
Lazy But Effective: Collaborative Personalized Federated Learning with Heterogeneous Data
Ljubomir Rokvic
Panayiotis Danassis
Boi Faltings
FedML
508
1
0
05 May 2025
Privacy Preserving Machine Learning Model Personalization through Federated Personalized Learning
Md. Tanzib Hosain
Asif Zaman
Md. Shahriar Sajid
Shadman Sakeeb Khan
Shanjida Akter
309
13
0
03 May 2025
Learning Critically: Selective Self Distillation in Federated Learning on Non-IID Data
IEEE Transactions on Big Data (IEEE Trans. Big Data), 2024
Yuting He
Yiqiang Chen
Xiaodong Yang
H. Yu
Yi-Hua Huang
Yang Gu
FedML
502
32
0
20 Apr 2025
FHBench: Towards Efficient and Personalized Federated Learning for Multimodal Healthcare
Penghao Wang
Qian Chen
Teng Zhang
Yu Zhang
Wang Lu
Yiqiang Chen
376
0
0
15 Apr 2025
A Novel Algorithm for Personalized Federated Learning: Knowledge Distillation with Weighted Combination Loss
Hengrui Hu
Anai N. Kothari
Anjishnu Banerjee
FedML
262
3
0
06 Apr 2025
Operator Learning: A Statistical Perspective
Unique Subedi
Ambuj Tewari
348
0
0
04 Apr 2025
A Randomized Zeroth-Order Hierarchical Framework for Heterogeneous Federated Learning
Yuyang Qiu
Kibaek Kim
Farzad Yousefian
FedML
622
0
0
02 Apr 2025
Enhancing Federated Learning Through Secure Cluster-Weighted Client Aggregation
Kanishka Ranaweera
Azadeh Ghari Neiat
Xiao Liu
Bipasha Kashyap
P. Pathirana
FedML
359
1
0
29 Mar 2025
Byzantine Resilient Federated Multi-Task Representation Learning
Tuan Le
Shana Moothedath
441
3
0
24 Mar 2025
Distributionally Robust Federated Learning: An ADMM Algorithm
Wen Bai
Yi Wong
Xiao Qiao
Chin Pang Ho
FedML
OOD
392
0
0
24 Mar 2025
FedALT: Federated Fine-Tuning through Adaptive Local Training with Rest-of-World LoRA
Jieming Bian
Lei Wang
Letian Zhang
Jie Xu
549
11
0
14 Mar 2025
dFLMoE: Decentralized Federated Learning via Mixture of Experts for Medical Data Analysis
Computer Vision and Pattern Recognition (CVPR), 2025
Luyuan Xie
Tianyu Luan
Wenyuan Cai
Guochen Yan
Zhaoyu Chen
Nan Xi
Yuejian Fang
Qingni Shen
Zhonghai Wu
Junsong Yuan
FedML
837
6
0
13 Mar 2025
Personalized Federated Learning via Learning Dynamic Graphs
Ziran Zhou
Guanyu Gao
Xiaohu Wu
Yan Lyu
FedML
316
3
0
07 Mar 2025
Controlled privacy leakage propagation throughout overlapping grouped learning
IEEE Journal on Selected Areas in Information Theory (JSAIT), 2025
Shahrzad Kiani
Franziska Boenisch
S. Draper
FedML
330
0
0
06 Mar 2025
Asynchronous Personalized Federated Learning through Global Memorization
Fan Wan
Yongbin Li
Xueqi Qiu
Rui Sun
Lingling Zhang
Xingyu Miao
Tianyu Zhang
Haoran Duan
Yang Long
242
0
0
01 Mar 2025
Probabilistic Federated Prompt-Tuning with Non-IID and Imbalanced Data
Pei-Yau Weng
Minh Hoang
Lam M. Nguyen
My T. Thai
Tsui-Wei Weng
T. Hoang
FedML
471
14
0
27 Feb 2025
Tackling Feature and Sample Heterogeneity in Decentralized Multi-Task Learning: A Sheaf-Theoretic Approach
Chaouki Ben Issaid
Praneeth Vepakomma
Mehdi Bennis
653
10
0
03 Feb 2025
pFedWN: A Personalized Federated Learning Framework for D2D Wireless Networks with Heterogeneous Data
Zhou Ni
Masoud Ghazikor
Morteza Hashemi
186
3
0
20 Jan 2025
Personalized Language Model Learning on Text Data Without User Identifiers
Knowledge Discovery and Data Mining (KDD), 2025
Yucheng Ding
Yangwenjian Tan
Xiangyu Liu
Chaoyue Niu
Fandong Meng
Jie Zhou
Ning Liu
Fan Wu
Guihai Chen
323
2
0
10 Jan 2025
Calibre: Towards Fair and Accurate Personalized Federated Learning with Self-Supervised Learning
IEEE International Conference on Distributed Computing Systems (ICDCS), 2024
Sijia Chen
Ningxin Su
Baochun Li
FedML
465
4
0
31 Dec 2024
FedGAT: A Privacy-Preserving Federated Approximation Algorithm for Graph Attention Networks
Siddharth Ambekar
Yuhang Yao
Ryan Li
Carlee Joe-Wong
FedML
366
1
0
20 Dec 2024
FedPAW: Federated Learning with Personalized Aggregation Weights for Urban Vehicle Speed Prediction
IEEE Transactions on Cloud Computing (TCC), 2024
Yuepeng He
Pengzhan Zhou
Yijun Zhai
Fang Qu
Zhida Qin
Mingyan Li
Songtao Guo
286
8
0
02 Dec 2024
Personalized Federated Fine-Tuning for LLMs via Data-Driven Heterogeneous Model Architectures
Yicheng Zhang
Zhen Qin
Zhaomin Wu
Jian Hou
Shuiguang Deng
795
9
0
28 Nov 2024
Personalized Federated Learning via Feature Distribution Adaptation
Neural Information Processing Systems (NeurIPS), 2024
Connor Mclaughlin
Lili Su
FedML
OOD
446
28
0
01 Nov 2024
Personalized Federated Learning with Mixture of Models for Adaptive Prediction and Model Fine-Tuning
Neural Information Processing Systems (NeurIPS), 2024
P. M. Ghari
Yanning Shen
FedML
223
15
0
28 Oct 2024
A Bayesian Framework for Clustered Federated Learning
Peng Wu
Tales Imbiriba
Pau Closas
FedML
403
3
0
20 Oct 2024
Personalized Federated Learning with Adaptive Feature Aggregation and Knowledge Transfer
Keting Yin
Jiayi Mao
341
3
0
19 Oct 2024
Personalizing Low-Rank Bayesian Neural Networks Via Federated Learning
International Conference on Artificial Intelligence and Statistics (AISTATS), 2024
Boning Zhang
Dongzhu Liu
Osvaldo Simeone
Guanchu Wang
Dimitrios Pezaros
Guangxu Zhu
BDL
FedML
256
1
0
18 Oct 2024
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