Communities
Connect sessions
AI calendar
Organizations
Join Slack
Contact Sales
Search
Open menu
Home
Papers
2210.04620
Cited By
v1
v2
v3 (latest)
FLamby: Datasets and Benchmarks for Cross-Silo Federated Learning in Realistic Healthcare Settings
Neural Information Processing Systems (NeurIPS), 2022
10 October 2022
Jean Ogier du Terrail
Samy Ayed
Edwige Cyffers
Felix Grimberg
Chaoyang He
Regis Loeb
Paul Mangold
Tanguy Marchand
Othmane Marfoq
Erum Mushtaq
Boris Muzellec
Constantin Philippenko
Santiago Silva
Maria Teleñczuk
Shadi Albarqouni
Salman Avestimehr
A. Bellet
Hadrien Hendrikx
Martin Jaggi
Sai Praneeth Karimireddy
Marco Lorenzi
Giovanni Neglia
Marc Tommasi
M. Andreux
FedML
Re-assign community
ArXiv (abs)
PDF
HTML
Github (217★)
Papers citing
"FLamby: Datasets and Benchmarks for Cross-Silo Federated Learning in Realistic Healthcare Settings"
50 / 90 papers shown
POLIS-Bench: Towards Multi-Dimensional Evaluation of LLMs for Bilingual Policy Tasks in Governmental Scenarios
Tingyue Yang
Junchi Yao
Yuhui Guo
Chang Liu
ELM
235
0
0
04 Nov 2025
Incentive-Based Federated Learning: Architectural Elements and Future Directions
Chanuka A.S. Hewa Kaluannakkage
Rajkumar Buyya
FedML
276
0
0
16 Oct 2025
PubSub-VFL: Towards Efficient Two-Party Split Learning in Heterogeneous Environments via Publisher/Subscriber Architecture
Yi Liu
Yang Liu
Leqian Zheng
Jue Hong
Junjie Shi
Qingyou Yang
Ye Wu
Cong Wang
166
0
0
14 Oct 2025
Research in Collaborative Learning Does Not Serve Cross-Silo Federated Learning in Practice
Kevin Kuo
Chhavi Yadav
Virginia Smith
FedML
222
1
0
14 Oct 2025
Personalized Federated Fine-Tuning of Vision Foundation Models for Healthcare
Adam Tupper
Christian Gagné
FedML
MedIm
144
0
0
14 Oct 2025
Robust Federated Inference
Akash Dhasade
Sadegh Farhadkhani
R. Guerraoui
Nirupam Gupta
Maxime Jacovella
Anne-Marie Kermarrec
Rafael Pinot
FedML
363
1
0
30 Sep 2025
Distribution-Controlled Client Selection to Improve Federated Learning Strategies
Christoph Düsing
Philipp Cimiano
FedML
195
1
0
25 Sep 2025
Perfectly-Private Analog Secure Aggregation in Federated Learning
Delio Jaramillo-Velez
Charul Rajput
Ragnar Freij-Hollanti
Camilla Hollanti
Alexandre Graell i Amat
FedML
186
1
0
10 Sep 2025
A Survey of Medical Point Cloud Shape Learning: Registration, Reconstruction and Variation
Tongxu Zhang
Zhiming Liang
Bei Wang
150
1
0
05 Aug 2025
MedSegNet10: A Publicly Accessible Network Repository for Split Federated Medical Image Segmentation
C. Shiranthika
Zahra Hafezi Kafshgari
Hadi Hadizadeh
Parvaneh Saeedi
FedML
397
1
0
01 Jul 2025
ByzFL: Research Framework for Robust Federated Learning
Marc González
R. Guerraoui
Rafael Pinot
Geovani Rizk
John Stephan
François Taïani
FedML
204
1
0
30 May 2025
CADRE: Customizable Assurance of Data Readiness in Privacy-Preserving Federated Learning
eScience (eScience), 2025
Kaveen Hiniduma
Zilinghan Li
Aditya Sinha
Ravi Madduri
Suren Byna
347
1
0
28 May 2025
Fairness in Federated Learning: Fairness for Whom?
Afaf Taik
Khaoula Chehbouni
G. Farnadi
FedML
265
2
0
27 May 2025
AIDRIN 2.0: A Framework to Assess Data Readiness for AI
Kaveen Hiniduma
Dylan Ryan
Suren Byna
J. L. Bez
Ravi Madduri
266
0
0
22 May 2025
FedRS-Bench: Realistic Federated Learning Datasets and Benchmarks in Remote Sensing
Haodong Zhao
Peng Peng
Chiyu Chen
Linqing Huang
Gongshen Liu
FedML
334
4
0
13 May 2025
Personalized Federated Learning under Model Dissimilarity Constraints
Samuel Erickson
Mikael Johansson
FedML
767
0
0
12 May 2025
Adaptive Latent-Space Constraints in Personalized Federated Learning
Sana Ayromlou
Fatemeh Tavakoli
D. B. Emerson
FedML
305
0
0
12 May 2025
Towards One-shot Federated Learning: Advances, Challenges, and Future Directions
Flora Amato
Lingyu Qiu
Mohammad Tanveer
S. Cuomo
F. Giampaolo
F. Piccialli
FedML
451
4
0
05 May 2025
Explicit and Implicit Representations in AI-based 3D Reconstruction for Radiology: A Systematic Review
Yuezhe Yang
Boyu Yang
Yaqian Wang
Yang He
Xingbo Dong
Zhe Jin
321
0
0
15 Apr 2025
A Thorough Assessment of the Non-IID Data Impact in Federated Learning
Daniel Gutiérrez
Mehrdad Hassanzadeh
Aris Anagnostopoulos
I. Chatzigiannakis
A. Vitaletti
331
8
0
21 Mar 2025
A Framework for Double-Blind Federated Adaptation of Foundation Models
Nurbek Tastan
Karthik Nandakumar
FedML
440
0
0
03 Feb 2025
Decoding FL Defenses: Systemization, Pitfalls, and Remedies
M. A. Khan
Virat Shejwalkar
Yasra Chandio
Amir Houmansadr
Fatima M. Anwar
AAML
272
0
0
03 Feb 2025
FedDAG: Federated Domain Adversarial Generation Towards Generalizable Medical Image Analysis
IEEE Transactions on Medical Imaging (IEEE TMI), 2025
Haoxuan Che
Yifei Wu
Haibo Jin
Yong-quan Xia
Hao Chen
OOD
FedML
MedIm
222
5
0
28 Jan 2025
CYCle: Choosing Your Collaborators Wisely to Enhance Collaborative Fairness in Decentralized Learning
Nurbek Tastan
Samuel Horváth
Karthik Nandakumar
FedML
587
2
0
21 Jan 2025
Asymmetrical Reciprocity-based Federated Learning for Resolving Disparities in Medical Diagnosis
Knowledge Discovery and Data Mining (KDD), 2024
Yuan Liu
Ziyi Yin
Quanzeng You
Lingjuan Lyu
Fenglong Ma
FedML
370
1
0
27 Dec 2024
A cautionary tale on the cost-effectiveness of collaborative AI in real-world medical applications
bioRxiv (bioRxiv), 2024
Francesco Cremonesi
Lucia Innocenti
Sebastien Ourselin
Vicky Goh
Michela Antonelli
Marco Lorenzi
FedML
340
0
0
09 Dec 2024
Revisiting Ensembling in One-Shot Federated Learning
Neural Information Processing Systems (NeurIPS), 2024
Youssef Allouah
Akash Dhasade
R. Guerraoui
Nirupam Gupta
Anne-Marie Kermarrec
Rafael Pinot
Rafael Pires
Rishi Sharma
FedML
255
11
0
11 Nov 2024
Overcoming label shift with target-aware federated learning
Edvin Listo Zec
Adam Breitholtz
Fredrik D. Johansson
FedML
503
1
0
06 Nov 2024
LOGSAFE: Logic-Guided Verification for Trustworthy Federated Time-Series Learning
Dung T. Nguyen
Ziyan An
Taylor T. Johnson
Meiyi Ma
Kevin Leach
AI4TS
362
1
0
05 Nov 2024
FedCVD: The First Real-World Federated Learning Benchmark on Cardiovascular Disease Data
Yukun Zhang
Guanzhong Chen
Zenglin Xu
Jianyong Wang
Dun Zeng
Jiajian Li
Jinghua Wang
Yuan Qi
Irwin King
FedML
278
5
0
28 Oct 2024
An Architecture Built for Federated Learning: Addressing Data Heterogeneity through Adaptive Normalization-Free Feature Recalibration
Vasilis Siomos
Jonathan Passerat-Palmbach
Jonathan Passerat-Palmbach
285
0
0
02 Oct 2024
Advances in Privacy Preserving Federated Learning to Realize a Truly Learning Healthcare System
International Conference on Trust, Privacy and Security in Intelligent Systems and Applications (ICPSISA), 2024
Ravi K. Madduri
Zilinghan Li
Tarak Nandi
Kibaek Kim
Minseok Ryu
Alex Rodriguez
214
4
0
29 Sep 2024
Advances in APPFL: A Comprehensive and Extensible Federated Learning Framework
IEEE/ACM International Symposium on Cluster, Cloud and Internet Computing (CCGrid), 2024
Zilinghan Li
Shilan He
Ze Yang
Minseok Ryu
Kibaek Kim
Ravi K. Madduri
FedML
568
24
0
17 Sep 2024
From Challenges and Pitfalls to Recommendations and Opportunities: Implementing Federated Learning in Healthcare
Ming Li
Pengcheng Xu
Junjie Hu
Zeyu Tang
Guang Yang
FedML
445
76
0
15 Sep 2024
Enhancing Privacy in Federated Learning: Secure Aggregation for Real-World Healthcare Applications
Riccardo Taiello
Sergen Cansiz
Marc Vesin
Francesco Cremonesi
Lucia Innocenti
Melek Önen
Marco Lorenzi
205
7
0
02 Sep 2024
FEDMEKI: A Benchmark for Scaling Medical Foundation Models via Federated Knowledge Injection
Neural Information Processing Systems (NeurIPS), 2024
Yuan Liu
Xiaochen Wang
Lingjuan Lyu
Jinghui Chen
Fenglong Ma
266
9
0
17 Aug 2024
Centralized and Federated Heart Disease Classification Models Using UCI Dataset and their Shapley-value Based Interpretability
Mario Padilla Rodriguez
Mohamed Nafea
FedML
310
2
0
12 Aug 2024
A Federated Learning-Friendly Approach for Parameter-Efficient Fine-Tuning of SAM in 3D Segmentation
Mothilal Asokan
Difei Gao
Joya Chen
Mike Zheng Shou
FedML
MedIm
367
8
0
31 Jul 2024
COALA: A Practical and Vision-Centric Federated Learning Platform
Weiming Zhuang
Jian Xu
Chen Chen
Jingtao Li
Lingjuan Lyu
VLM
FedML
457
10
0
23 Jul 2024
Non-parametric regularization for class imbalance federated medical image classification
Jeffry Wicaksana
Zengqiang Yan
Kwang-Ting Cheng
FedML
246
3
0
17 Jul 2024
Probing the Efficacy of Federated Parameter-Efficient Fine-Tuning of Vision Transformers for Medical Image Classification
Naif Alkhunaizi
Faris Almalik
Rouqaiah Al-Refai
Muzammal Naseer
Karthik Nandakumar
MedIm
320
4
0
16 Jul 2024
FedMedICL: Towards Holistic Evaluation of Distribution Shifts in Federated Medical Imaging
Kumail Alhamoud
Yasir Ghunaim
Motasem Alfarra
Thomas Hartvigsen
Juil Sock
Guohao Li
Adel Bibi
Marzyeh Ghassemi
OOD
293
6
0
11 Jul 2024
Bridging Model Heterogeneity in Federated Learning via Uncertainty-based Asymmetrical Reciprocity Learning
Yuan Liu
Chenxu Zhao
Lingjuan Lyu
Quanzeng You
Mengdi Huai
Fenglong Ma
FedML
339
13
0
03 Jul 2024
FedLLM-Bench: Realistic Benchmarks for Federated Learning of Large Language Models
Neural Information Processing Systems (NeurIPS), 2024
Guangyi Liu
Rui Ge
Xinyu Zhu
Jingyi Chai
Yaxin Du
Yang Liu
Yanfeng Wang
Siheng Chen
FedML
322
37
0
07 Jun 2024
Redefining Contributions: Shapley-Driven Federated Learning
Nurbek Tastan
Samar Fares
Toluwani Aremu
Samuel Horváth
Karthik Nandakumar
FedML
238
18
0
01 Jun 2024
Pursuing Overall Welfare in Federated Learning through Sequential Decision Making
S. Hahn
Gi-Soo Kim
Junghye Lee
FedML
315
2
0
31 May 2024
SPAM: Stochastic Proximal Point Method with Momentum Variance Reduction for Non-convex Cross-Device Federated Learning
Avetik G. Karagulyan
Egor Shulgin
Abdurakhmon Sadiev
Peter Richtárik
FedML
334
4
0
30 May 2024
Federated Learning under Partially Class-Disjoint Data via Manifold Reshaping
Ziqing Fan
Jiangchao Yao
Ruipeng Zhang
Lingjuan Lyu
Ya Zhang
Yanfeng Wang
FedML
314
5
0
29 May 2024
Federated Learning with Bilateral Curation for Partially Class-Disjoint Data
Ziqing Fan
Ruipeng Zhang
Jiangchao Yao
Bo Han
Ya Zhang
Yanfeng Wang
FedML
323
21
0
29 May 2024
FedSAC: Dynamic Submodel Allocation for Collaborative Fairness in Federated Learning
Zihui Wang
Zheng Wang
Lingjuan Lyu
Zhaopeng Peng
Zhicheng Yang
Chenglu Wen
Rongshan Yu
Cheng-i Wang
Xiaoliang Fan
FedML
286
10
0
28 May 2024
1
2
Next
Page 1 of 2
