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Advances and Open Problems in Federated Learning
v1v2v3 (latest)

Advances and Open Problems in Federated Learning

10 December 2019
Peter Kairouz
H. B. McMahan
Brendan Avent
A. Bellet
M. Bennis
A. Bhagoji
Keith Bonawitz
Zachary B. Charles
Graham Cormode
Rachel Cummings
Rafael G. L. DÓliveira
Hubert Eichner
S. E. Rouayheb
David Evans
Josh Gardner
Zachary Garrett
Adria Gascon
Badih Ghazi
Phillip B. Gibbons
Marco Gruteser
Zaïd Harchaoui
Chaoyang He
Lie He
Zhouyuan Huo
Ben Hutchinson
Justin Hsu
Martin Jaggi
T. Javidi
Gauri Joshi
M. Khodak
Jakub Konecný
Aleksandra Korolova
F. Koushanfar
Oluwasanmi Koyejo
Tancrède Lepoint
Yang Liu
Prateek Mittal
M. Mohri
Richard Nock
A. Özgür
Rasmus Pagh
Mariana Raykova
Hang Qi
Daniel Ramage
Ramesh Raskar
Basel Alomair
Weikang Song
Sebastian U. Stich
Ziteng Sun
A. Suresh
Florian Tramèr
Praneeth Vepakomma
Jianyu Wang
Li Xiong
Zheng Xu
Qiang Yang
Felix X. Yu
Han Yu
Sen Zhao
    FedMLAI4CE
ArXiv (abs)PDFHTML

Papers citing "Advances and Open Problems in Federated Learning"

50 / 2,960 papers shown
Convergence Analysis of Aggregation-Broadcast in LoRA-enabled Distributed Fine-Tuning
Convergence Analysis of Aggregation-Broadcast in LoRA-enabled Distributed Fine-Tuning
Xin Chen
Shuaijun Chen
Omid Tavallaie
Nguyen H. Tran
Shuhuang Xiang
Albert Y. Zomaya
255
0
0
02 Aug 2025
FedCD: A Fairness-aware Federated Cognitive Diagnosis Framework
FedCD: A Fairness-aware Federated Cognitive Diagnosis Framework
Shangshang Yang
Jialin Han
Xiaoshan Yu
Ziwen Wang
Hao Jiang
Haiping Ma
X. Zhang
Geyong Min
FedML
157
1
0
02 Aug 2025
Information-Theoretic Decentralized Secure Aggregation with Collusion Resilience
Information-Theoretic Decentralized Secure Aggregation with Collusion Resilience
Xiang Zhang
Zhou Li
Shuangyang Li
Kai Wan
Derrick Wing Kwan Ng
Giuseppe Caire
FedML
163
4
0
01 Aug 2025
Federated Learning on Riemannian Manifolds: A Gradient-Free Projection-Based Approach
Federated Learning on Riemannian Manifolds: A Gradient-Free Projection-Based Approach
Hongye Wang
Zhaoye Pan
Chang He
Jiaxiang Li
Bo Jiang
186
1
0
30 Jul 2025
FedCVD++: Communication-Efficient Federated Learning for Cardiovascular Risk Prediction with Parametric and Non-Parametric Model Optimization
FedCVD++: Communication-Efficient Federated Learning for Cardiovascular Risk Prediction with Parametric and Non-Parametric Model Optimization
Abdelrhman Gaber
Hassan Abd-Eltawab
John Elgallab
Youssif Abuzied
Dineo Mpanya
Turgay Celik
Swarun Kumar
Tamer ElBatt
FedML
143
2
0
30 Jul 2025
FedABC: Attention-Based Client Selection for Federated Learning with Long-Term View
FedABC: Attention-Based Client Selection for Federated Learning with Long-Term View
Wenxuan Ye
Xueli An
Junfan Wang
Xueqiang Yan
Georg Carle
FedML
211
0
0
28 Jul 2025
EdgeAgentX-DT: Integrating Digital Twins and Generative AI for Resilient Edge Intelligence in Tactical Networks
EdgeAgentX-DT: Integrating Digital Twins and Generative AI for Resilient Edge Intelligence in Tactical Networks
Abir Ray
52
1
0
28 Jul 2025
ModShift: Model Privacy via Designed Shifts
ModShift: Model Privacy via Designed Shifts
Nomaan A. Kherani
Urbashi Mitra
FedML
148
0
0
26 Jul 2025
Debunking Optimization Myths in Federated Learning for Medical Image Classification
Debunking Optimization Myths in Federated Learning for Medical Image Classification
Youngjoon Lee
Hyukjoon Lee
J. Gong
Yang Cao
Joonhyuk Kang
FedML
134
1
0
26 Jul 2025
The Carbon Cost of Conversation, Sustainability in the Age of Language Models
The Carbon Cost of Conversation, Sustainability in the Age of Language Models
Sayed Mahbub Hasan Amiri
Prasun Goswami
Md. Mainul Islam
Mohammad Shakhawat Hossen
Sayed Majhab Hasan Amiri
Naznin Akter
SILMSyDa
255
2
0
26 Jul 2025
Decentralized Federated Learning of Probabilistic Generative Classifiers
Decentralized Federated Learning of Probabilistic Generative Classifiers
Aritz Pérez
Carlos Echegoyen
Guzmán Santafé
FedML
110
0
0
23 Jul 2025
Enhancing Quantum Federated Learning with Fisher Information-Based Optimization
Enhancing Quantum Federated Learning with Fisher Information-Based Optimization
A. Bhatia
Sabre Kais
FedML
151
0
0
23 Jul 2025
Scaling Decentralized Learning with FLock
Scaling Decentralized Learning with FLock
Zehua Cheng
Rui Sun
Jiahao Sun
Yike Guo
FedML
235
0
0
21 Jul 2025
Federated Split Learning with Improved Communication and Storage Efficiency
Federated Split Learning with Improved Communication and Storage EfficiencyIEEE Transactions on Mobile Computing (IEEE TMC), 2025
Yujia Mu
Cong Shen
FedML
144
2
0
21 Jul 2025
Challenges of Trustworthy Federated Learning: What's Done, Current Trends and Remaining Work
Challenges of Trustworthy Federated Learning: What's Done, Current Trends and Remaining Work
Nuria Rodríguez-Barroso
Mario García-Márquez
M. V. Luzón
Francisco Herrera
FedML
159
3
0
21 Jul 2025
Optimal Batch-Size Control for Low-Latency Federated Learning with Device Heterogeneity
Optimal Batch-Size Control for Low-Latency Federated Learning with Device Heterogeneity
Huiling Yang
Zhanwei Wang
Kaibin Huang
251
3
0
21 Jul 2025
Hierarchical Secure Aggregation with Heterogeneous Security Constraints and Arbitrary User Collusion
Hierarchical Secure Aggregation with Heterogeneous Security Constraints and Arbitrary User Collusion
Zhou Li
Xiang Zhang
Jiawen Lv
Jihao Fan
Haiqiang Chen
Giuseppe Caire
132
4
0
19 Jul 2025
FuSeFL: Fully Secure and Scalable Cross-Silo Federated Learning
FuSeFL: Fully Secure and Scalable Cross-Silo Federated Learning
Sahar Ghoflsaz Ghinani
Elaheh Sadredini
FedML
211
2
0
18 Jul 2025
Greedy Low-Rank Gradient Compression for Distributed Learning with Convergence Guarantees
Greedy Low-Rank Gradient Compression for Distributed Learning with Convergence Guarantees
Chuyan Chen
Yutong He
Pengrui Li
Weichen Jia
Kun Yuan
616
4
0
11 Jul 2025
FlexOlmo: Open Language Models for Flexible Data Use
FlexOlmo: Open Language Models for Flexible Data Use
Weijia Shi
Akshita Bhagia
Kevin Farhat
Niklas Muennighoff
Pete Walsh
...
Luke Zettlemoyer
Pang Wei Koh
Hannaneh Hajishirzi
Ali Farhadi
Sewon Min
MoE
384
4
0
09 Jul 2025
How to Securely Shuffle? A survey about Secure Shufflers for privacy-preserving computations
How to Securely Shuffle? A survey about Secure Shufflers for privacy-preserving computations
Marc Damie
Florian Hahn
Andreas Peter
Jan Ramon
FedML
359
1
0
02 Jul 2025
Robustness of Decentralised Learning to Nodes and Data Disruption
Robustness of Decentralised Learning to Nodes and Data DisruptionComputer Communications (Comput. Commun.), 2024
Luigi Palmieri
Chiara Boldrini
Lorenzo Valerio
A. Passarella
M. Conti
János Kertész
210
1
0
01 Jul 2025
Gaze3P: Gaze-Based Prediction of User-Perceived Privacy
Gaze3P: Gaze-Based Prediction of User-Perceived Privacy
Mayar Elfares
Pascal Reisert
Ralf Küsters
Andreas Bulling
185
0
0
01 Jul 2025
Perturbation Analysis of Singular Values in Concatenated Matrices
Perturbation Analysis of Singular Values in Concatenated Matrices
Maksym Shamrai
153
2
0
01 Jul 2025
FedDTG:Federated Data-Free Knowledge Distillation via Three-Player Generative Adversarial Networks
FedDTG:Federated Data-Free Knowledge Distillation via Three-Player Generative Adversarial Networks
Zhenyuan Zhang
Zhenyuan Zhang
Jie M. Zhang
FedML
418
16
0
01 Jul 2025
PPFL-RDSN: Privacy-Preserving Federated Learning-based Residual Dense Spatial Networks for Encrypted Lossy Image Reconstruction
PPFL-RDSN: Privacy-Preserving Federated Learning-based Residual Dense Spatial Networks for Encrypted Lossy Image Reconstruction
Peilin He
James Joshi
228
0
0
30 Jun 2025
Secure Multi-Key Homomorphic Encryption with Application to Privacy-Preserving Federated Learning
Secure Multi-Key Homomorphic Encryption with Application to Privacy-Preserving Federated Learning
Jiahui Wu
Tiecheng Sun
Fucai Luo
Haiyan Wang
Weizhe Zhang
143
0
0
25 Jun 2025
Efficient Federated Learning with Encrypted Data Sharing for Data-Heterogeneous Edge Devices
Efficient Federated Learning with Encrypted Data Sharing for Data-Heterogeneous Edge Devices
Hangyu Li
Hongyue Wu
Guodong Fan
Zhen Zhang
Shizhan Chen
Zhiyong Feng
FedML
261
0
0
25 Jun 2025
Client Clustering Meets Knowledge Sharing: Enhancing Privacy and Robustness in Personalized Peer-to-Peer Learning
Client Clustering Meets Knowledge Sharing: Enhancing Privacy and Robustness in Personalized Peer-to-Peer Learning
Mohammad Maheri
Denys Herasymuk
Hamed Haddadi
190
0
0
25 Jun 2025
Progressive Size-Adaptive Federated Learning: A Comprehensive Framework for Heterogeneous Multi-Modal Data Systems
Progressive Size-Adaptive Federated Learning: A Comprehensive Framework for Heterogeneous Multi-Modal Data Systems
Sajid Hussain
Muhammad Sohail
Nauman Ali Khan
Naima Iltaf
Ihtesham ul Islam
AI4TS
228
0
0
24 Jun 2025
Shift Happens: Mixture of Experts based Continual Adaptation in Federated Learning
Shift Happens: Mixture of Experts based Continual Adaptation in Federated Learning
R. Bhope
K.R. Jayaram
Praveen Venkateswaran
N. Venkatasubramanian
OOD
261
2
0
23 Jun 2025
Byzantine Failures Harm the Generalization of Robust Distributed Learning Algorithms More Than Data Poisoning
Byzantine Failures Harm the Generalization of Robust Distributed Learning Algorithms More Than Data Poisoning
Thomas Boudou
B. L. Bars
Nirupam Gupta
A. Bellet
FedMLOODAAML
206
0
0
22 Jun 2025
TriCon-SF: A Triple-Shuffle and Contribution-Aware Serial Federated Learning Framework for Heterogeneous Healthcare Data
TriCon-SF: A Triple-Shuffle and Contribution-Aware Serial Federated Learning Framework for Heterogeneous Healthcare Data
Yuping Yan
Yizhi Wang
Yuanshuai Li
Yaochu Jin
FedML
188
0
0
20 Jun 2025
SecureFed: A Two-Phase Framework for Detecting Malicious Clients in Federated Learning
SecureFed: A Two-Phase Framework for Detecting Malicious Clients in Federated LearningIEEE International Conference on Information Reuse and Integration (IRI), 2025
Likhitha Annapurna Kavuri
Akshay Mhatre
Akarsh K Nair
Deepti Gupta
159
1
0
19 Jun 2025
Centroid Approximation for Byzantine-Tolerant Federated Learning
Centroid Approximation for Byzantine-Tolerant Federated Learning
Mélanie Cambus
Darya Melnyk
Tijana Milentijević
Stefan Schmid
FedML
232
1
0
18 Jun 2025
Constant Stepsize Local GD for Logistic Regression: Acceleration by Instability
Constant Stepsize Local GD for Logistic Regression: Acceleration by Instability
M. Crawshaw
Blake Woodworth
Mingrui Liu
187
0
0
16 Jun 2025
VFEFL: Privacy-Preserving Federated Learning against Malicious Clients via Verifiable Functional Encryption
VFEFL: Privacy-Preserving Federated Learning against Malicious Clients via Verifiable Functional Encryption
Nina Cai
Jinguang Han
Weizhi Meng
FedML
219
0
0
15 Jun 2025
AFBS:Buffer Gradient Selection in Semi-asynchronous Federated Learning
AFBS:Buffer Gradient Selection in Semi-asynchronous Federated Learning
Chaoyi Lu
Yiding Sun
Jinqian Chen
Zhichuan Yang
Jiangming Pan
Jihua Zhu
213
0
0
15 Jun 2025
Byzantine Outside, Curious Inside: Reconstructing Data Through Malicious Updates
Byzantine Outside, Curious Inside: Reconstructing Data Through Malicious Updates
Kai Yue
Richeng Jin
Chau-Wai Wong
H. Dai
AAML
247
0
0
13 Jun 2025
Collaborative Prediction: To Join or To Disjoin Datasets
Collaborative Prediction: To Join or To Disjoin DatasetsConference on Uncertainty in Artificial Intelligence (UAI), 2025
Kyung Rok Kim
Yansong Wang
Xiaocheng Li
Guanting Chen
FedML
158
0
0
12 Jun 2025
Learning to Collaborate Over Graphs: A Selective Federated Multi-Task Learning Approach
Learning to Collaborate Over Graphs: A Selective Federated Multi-Task Learning Approach
Ahmed Elbakary
Chaouki Ben Issaid
Mehdi Bennis
FedML
257
0
0
11 Jun 2025
Realistic Urban Traffic Generator using Decentralized Federated Learning for the SUMO simulator
Realistic Urban Traffic Generator using Decentralized Federated Learning for the SUMO simulatorIEEE Open Journal of the Communications Society (IEEE Open J. Commun. Soc.), 2025
Alberto Bazán-Guillén
Carlos Beis-Penedo
Diego Cajaraville-Aboy
Pablo Barbecho-Bautista
R. Redondo
Luis J. de la Cruz Llopis
Ana Fernández-Vilas
Mónica Aguilar Igartua
M. Fernández-Veiga
AI4TS
174
0
0
09 Jun 2025
Clustered Federated Learning via Embedding Distributions
Clustered Federated Learning via Embedding Distributions
Dekai Zhang
Matthew Williams
Francesca Toni
FedML
179
0
0
09 Jun 2025
pFedSOP : Accelerating Training Of Personalized Federated Learning Using Second-Order Optimization
pFedSOP : Accelerating Training Of Personalized Federated Learning Using Second-Order Optimization
Mrinmay Sen
C Krishna Mohan
192
0
0
08 Jun 2025
LADSG: Label-Anonymized Distillation and Similar Gradient Substitution for Label Privacy in Vertical Federated Learning
LADSG: Label-Anonymized Distillation and Similar Gradient Substitution for Label Privacy in Vertical Federated Learning
Zeyu Yan
Yifei Yao
Xuanbing Wen
Shixiong Zhang
Juli Zhang
Kai Fan
AAML
310
0
0
07 Jun 2025
Synthetic Tabular Data: Methods, Attacks and Defenses
Synthetic Tabular Data: Methods, Attacks and DefensesProceedings of the VLDB Endowment (PVLDB), 2025
Graham Cormode
Samuel Maddock
Enayat Ullah
Shripad Gade
237
2
0
06 Jun 2025
Mitigating Catastrophic Forgetting with Adaptive Transformer Block Expansion in Federated Fine-Tuning
Mitigating Catastrophic Forgetting with Adaptive Transformer Block Expansion in Federated Fine-Tuning
Yujia Huo
Jianchun Liu
Hongli Xu
Zhenguo Ma
Shilong Wang
Liusheng Huang
CLL
209
6
0
06 Jun 2025
Tight analyses of first-order methods with error feedback
Tight analyses of first-order methods with error feedback
Daniel Berg Thomsen
Adrien B. Taylor
Hadrien Hendrikx
260
1
0
05 Jun 2025
FedAPM: Federated Learning via ADMM with Partial Model Personalization
Shengkun Zhu
Feiteng Nie
Jinshan Zeng
Sheng Wang
Yuan Sun
Yuan Yao
Shangfeng Chen
Quanqing Xu
Chuanhui Yang
FedML
250
0
0
05 Jun 2025
HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark
HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark
Jianqing Zhang
Xinghao Wu
Yanbing Zhou
Xiaoting Sun
Qiqi Cai
Yang Liu
Yang Hua
Zhenzhe Zheng
Jian Cao
Qiang Yang
FedML
270
1
0
04 Jun 2025
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