Federated Learning

Federated Learning is a machine learning approach that allows multiple devices or entities to collaboratively train a shared model without exchanging their data with each other. Instead of sending data to a central server for training, the model is trained locally on each device, and only the model updates are sent to the central server, where they are aggregated to improve the shared model.

This approach allows for privacy-preserving machine learning, as each device keeps its data locally and only shares the information needed to improve the model.

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 1501–1550 of 6771 papers

Title	Date	Tasks	Status	Hype
Federated Learning Approach to Mitigate Water Wastage	Aug 21, 2024	Federated LearningPrivacy Preserving	—Unverified	0
Federated Diabetes Prediction in Canadian Adults Using Real-world Cross-Province Primary Care Data	Aug 21, 2024	Diabetes PredictionFederated Learning	—Unverified	0
FedMoE: Personalized Federated Learning via Heterogeneous Mixture of Experts	Aug 21, 2024	Federated LearningHeuristic Search	—Unverified	0
RFID based Health Adherence Medicine Case Using Fair Federated Learning	Aug 21, 2024	Federated Learning	CodeCode Available	0
FedGS: Federated Gradient Scaling for Heterogeneous Medical Image Segmentation	Aug 21, 2024	DisentanglementFederated Learning	CodeCode Available	0
The Key of Parameter Skew in Federated Learning	Aug 21, 2024	Federated Learningparameter estimation	—Unverified	0
Federated Clustering: An Unsupervised Cluster-Wise Training for Decentralized Data Distributions	Aug 20, 2024	ClusteringFederated Learning	—Unverified	0
Security Assessment of Hierarchical Federated Deep Learning	Aug 20, 2024	Deep LearningFederated Learning	CodeCode Available	0
PolypDB: A Curated Multi-Center Dataset for Development of AI Algorithms in Colonoscopy	Aug 19, 2024	Federated LearningSegmentation	CodeCode Available	1
Parameter-Efficient Transfer Learning under Federated Learning for Automatic Speech Recognition	Aug 19, 2024	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified	0
Differentially Private Stochastic Gradient Descent with Fixed-Size Minibatches: Tighter RDP Guarantees with or without Replacement	Aug 19, 2024	Federated LearningLEMMA	CodeCode Available	0
Federated Learning of Large ASR Models in the Real World	Aug 19, 2024	Federated Learning	—Unverified	0
Federated Frank-Wolfe Algorithm	Aug 19, 2024	Federated LearningPrivacy Preserving	CodeCode Available	0
Sequential Federated Learning in Hierarchical Architecture on Non-IID Datasets	Aug 19, 2024	Federated Learning	—Unverified	0
Towards Robust Federated Image Classification: An Empirical Study of Weight Selection Strategies in Manufacturing	Aug 19, 2024	Federated Learningimage-classification	—Unverified	0
Byzantine-resilient Federated Learning Employing Normalized Gradients on Non-IID Datasets	Aug 18, 2024	Federated Learning	—Unverified	0
Mitigating Noise Detriment in Differentially Private Federated Learning with Model Pre-training	Aug 18, 2024	Federated Learning	—Unverified	0
Seamless Integration: Sampling Strategies in Federated Learning Systems	Aug 18, 2024	Distributed OptimizationFederated Learning	—Unverified	0
Addressing Heterogeneity in Federated Learning: Challenges and Solutions for a Shared Production Environment	Aug 18, 2024	Federated Learning	—Unverified	0
Federated Graph Learning with Structure Proxy Alignment	Aug 18, 2024	Federated LearningFraud Detection	CodeCode Available	0
FEDKIM: Adaptive Federated Knowledge Injection into Medical Foundation Models	Aug 17, 2024	Federated LearningMixture-of-Experts	CodeCode Available	0
FedKBP: Federated dose prediction framework for knowledge-based planning in radiation therapy	Aug 17, 2024	Federated LearningModel Optimization	—Unverified	0
DRL-Based Resource Allocation for Motion Blur Resistant Federated Self-Supervised Learning in IoV	Aug 17, 2024	CPUDeep Reinforcement Learning	CodeCode Available	0
Twin Sorting Dynamic Programming Assisted User Association and Wireless Bandwidth Allocation for Hierarchical Federated Learning	Aug 17, 2024	Combinatorial OptimizationFederated Learning	—Unverified	0
FEDMEKI: A Benchmark for Scaling Medical Foundation Models via Federated Knowledge Injection	Aug 17, 2024	Federated LearningMedical Visual Question Answering	CodeCode Available	0
Enhancing Object Detection with Hybrid dataset in Manufacturing Environments: Comparing Federated Learning to Conventional Techniques	Aug 16, 2024	Federated LearningObject	—Unverified	0
A Multivocal Literature Review on Privacy and Fairness in Federated Learning	Aug 16, 2024	FairnessFederated Learning	—Unverified	0
Mitigating Backdoor Attacks in Federated Learning via Flipping Weight Updates of Low-Activation Input Neurons	Aug 16, 2024	Federated Learning	—Unverified	0
A Hassle-free Algorithm for Private Learning in Practice: Don't Use Tree Aggregation, Use BLTs	Aug 16, 2024	Federated LearningLanguage Modeling	—Unverified	0
RBLA: Rank-Based-LoRA-Aggregation for Fine-tuning Heterogeneous Models in FLaaS	Aug 16, 2024	Federated Learning	—Unverified	0
The Power of Bias: Optimizing Client Selection in Federated Learning with Heterogeneous Differential Privacy	Aug 16, 2024	Federated Learning	—Unverified	0
Federated Sequence-to-Sequence Learning for Load Disaggregation from Unbalanced Low-Resolution Smart Meter Data	Aug 15, 2024	Federated LearningNon-Intrusive Load Monitoring	—Unverified	0
Random Gradient Masking as a Defensive Measure to Deep Leakage in Federated Learning	Aug 15, 2024	Federated Learning	—Unverified	0
Addressing Skewed Heterogeneity via Federated Prototype Rectification with Personalization	Aug 15, 2024	Federated Learning	—Unverified	0
Federated Fairness Analytics: Quantifying Fairness in Federated Learning	Aug 15, 2024	FairnessFederated Learning	CodeCode Available	0
Communication-robust and Privacy-safe Distributed Estimation for Heterogeneous Community-level Behind-the-meter Solar Power Generation	Aug 15, 2024	Federated LearningScheduling	—Unverified	0
FedQUIT: On-Device Federated Unlearning via a Quasi-Competent Virtual Teacher	Aug 14, 2024	Federated LearningKnowledge Distillation	—Unverified	0
Enhancing Equitable Access to AI in Housing and Homelessness System of Care through Federated Learning	Aug 14, 2024	Federated Learning	—Unverified	0
Meta-Learning for Federated Face Recognition in Imbalanced Data Regimes	Aug 13, 2024	Face RecognitionFairness	—Unverified	0
An Adaptive Differential Privacy Method Based on Federated Learning	Aug 13, 2024	Federated Learning	—Unverified	0
Prioritizing Modalities: Flexible Importance Scheduling in Federated Multimodal Learning	Aug 13, 2024	Computational EfficiencyDeep Reinforcement Learning	—Unverified	0
Heterogeneity: An Open Challenge for Federated On-board Machine Learning	Aug 13, 2024	Distributed ComputingEdge-computing	—Unverified	0
Centralized and Federated Heart Disease Classification Models Using UCI Dataset and their Shapley-value Based Interpretability	Aug 12, 2024	Binary ClassificationClassification	CodeCode Available	0
Online-Score-Aided Federated Learning: Taming the Resource Constraints in Wireless Networks	Aug 12, 2024	Federated Learning	—Unverified	0
Decentralized Health Intelligence Network (DHIN)	Aug 12, 2024	Federated Learning	—Unverified	0
Understanding Byzantine Robustness in Federated Learning with A Black-box Server	Aug 12, 2024	Federated Learning	—Unverified	0
Personalized Federated Learning for improving radar based precipitation nowcasting on heterogeneous areas	Aug 11, 2024	Federated LearningPersonalized Federated Learning	—Unverified	0
On the Convergence of a Federated Expectation-Maximization Algorithm	Aug 11, 2024	Federated Learning	—Unverified	0
Efficient Federated Learning Using Dynamic Update and Adaptive Pruning with Momentum on Shared Server Data	Aug 11, 2024	Federated Learning	—Unverified	0
FedRobo: Federated Learning Driven Autonomous Inter Robots Communication For Optimal Chemical Sprays	Aug 10, 2024	Federated Learning	—Unverified	0

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All datasets Cityscapes heterogeneous Landmarks-User-160k CIFAR-100 (alpha=0, 10 clients per round)CIFAR-100 (alpha=0, 20 clients per round)CIFAR-100 (alpha=0.5, 10 clients per round)CIFAR-100 (alpha=0.5, 20 clients per round)CIFAR-100 (alpha=0.5, 5 clients per round)CIFAR-100 (alpha=0, 5 clients per round)CIFAR-100 (alpha=1000, 10 clients per round)CIFAR-100 (alpha=1000, 20 clients per round)CIFAR-100 (alpha=1000, 5 clients per round)CIFAR100 (alpha=0.3, 10 clients per round)

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	SiloBN + ASAM	mIoU	49.75	—	Unverified
2	SiloBN + SAM	mIoU	49.1	—	Unverified
3	SiloBN	mIoU	45.96	—	Unverified
4	FedSAM + SWA	mIoU	43.42	—	Unverified
5	FedASAM + SWA	mIoU	43.02	—	Unverified
6	FedAvg + SWA	mIoU	42.48	—	Unverified
7	FedASAM	mIoU	42.27	—	Unverified
8	FedSAM	mIoU	41.22	—	Unverified
9	FedAvg	mIoU	38.65	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	FedASAM + SWA	Acc@1-1262Clients	68.32	—	Unverified
2	FedSAM + SWA	Acc@1-1262Clients	68.12	—	Unverified
3	FedAvg + SWA	Acc@1-1262Clients	67.52	—	Unverified
4	FedASAM	Acc@1-1262Clients	64.23	—	Unverified
5	FedSAM	Acc@1-1262Clients	63.72	—	Unverified
6	FedAvg	Acc@1-1262Clients	61.91	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	FedASAM + SWA	ACC@1-100Clients	42.64	—	Unverified
2	FedASAM	ACC@1-100Clients	39.76	—	Unverified
3	FedSAM + SWA	ACC@1-100Clients	39.51	—	Unverified
4	FedSAM	ACC@1-100Clients	36.93	—	Unverified
5	FedAvg	ACC@1-100Clients	36.74	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	FedASAM + SWA	ACC@1-100Clients	41.62	—	Unverified
2	FedASAM	ACC@1-100Clients	40.81	—	Unverified
3	FedSAM + SWA	ACC@1-100Clients	39.24	—	Unverified
4	FedAvg	ACC@1-100Clients	38.59	—	Unverified
5	FedSAM	ACC@1-100Clients	38.56	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	FedASAM + SWA	ACC@1-100Clients	48.72	—	Unverified
2	FedSAM + SWA	ACC@1-100Clients	46.76	—	Unverified
3	FedASAM	ACC@1-100Clients	46.58	—	Unverified
4	FedSAM	ACC@1-100Clients	44.84	—	Unverified
5	FedAvg	ACC@1-100Clients	41.27	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	FedASAM + SWA	ACC@1-100Clients	48.27	—	Unverified
2	FedASAM	ACC@1-100Clients	47.78	—	Unverified
3	FedSAM + SWA	ACC@1-100Clients	46.47	—	Unverified
4	FedSAM	ACC@1-100Clients	46.05	—	Unverified
5	FedAvg	ACC@1-100Clients	42.17	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	FedASAM + SWA	ACC@1-100Clients	49.17	—	Unverified
2	FedSAM + SWA	ACC@1-100Clients	47.96	—	Unverified
3	FedASAM	ACC@1-100Clients	45.61	—	Unverified
4	FedSAM	ACC@1-100Clients	44.73	—	Unverified
5	FedAvg	ACC@1-100Clients	40.43	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	FedASAM + SWA	ACC@1-100Clients	42.01	—	Unverified
2	FedSAM + SWA	ACC@1-100Clients	39.3	—	Unverified
3	FedASAM	ACC@1-100Clients	36.04	—	Unverified
4	FedSAM	ACC@1-100Clients	31.04	—	Unverified
5	FedAvg	ACC@1-100Clients	30.25	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	FedASAM	ACC@1-100Clients	54.97	—	Unverified
2	FedASAM + SWA	ACC@1-100Clients	54.79	—	Unverified
3	FedSAM + SWA	ACC@1-100Clients	53.67	—	Unverified
4	FedSAM	ACC@1-100Clients	53.39	—	Unverified
5	FedAvg	ACC@1-100Clients	50.25	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	FedASAM	ACC@1-100Clients	54.5	—	Unverified
2	FedSAM + SWA	ACC@1-100Clients	54.36	—	Unverified
3	FedASAM + SWA	ACC@1-100Clients	54.1	—	Unverified
4	FedSAM	ACC@1-100Clients	53.97	—	Unverified
5	FedAvg	ACC@1-100Clients	50.66	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	FedASAM	ACC@1-100Clients	54.81	—	Unverified
2	FedSAM	ACC@1-100Clients	54.01	—	Unverified
3	FedSAM + SWA	ACC@1-100Clients	53.9	—	Unverified
4	FedASAM + SWA	ACC@1-100Clients	53.86	—	Unverified
5	FedAvg	ACC@1-100Clients	49.92	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	AdaBest	Average Top-1 Accuracy	56.2	—	Unverified