The accuracy of FashionMNIST dataset under FedAvg, FedProx, and SCAFFOLD.

The accuracy of FashionMNIST dataset under FedAvg, FedProx, and SCAFFOLD.

<p>The accuracy of FashionMNIST dataset under FedAvg, FedProx, and SCAFFOLD.</p>

-д хадгалсан:

Номзүйн дэлгэрэнгүй
Үндсэн зохиолч:	Pan Wang (198097) (author)
Бусад зохиолчид:	Zhengyi Zhong (22057223) (author), Ji Wang (137458) (author)
Хэвлэсэн:	2025
Нөхцлүүд:	Biotechnology Cancer Science Policy Environmental Sciences not elsewhere classified Biological Sciences not elsewhere classified Mathematical Sciences not elsewhere classified Information Systems not elsewhere classified training machine learning superior privacy protection show superior performance garnered significant attention federated learning </ encoding client ids evolutionary algorithm </ diverse data distributions distributed computing framework different data distributions optimizing client selection base models </ identify base models client models base models random selection evolutionary operations identically distributed world scenarios typical fl todaynews datasets sufficiently demonstrate slower convergence randomly selected proposed method performs well method addresses lower accuracy low efficiency iid ). global model fl frameworks fl ), conduct experiments
Шошгууд:	Шошго нэмэх Шошго байхгүй, Энэхүү баримтыг шошголох эхний хүн болох!

Ижил төстэй зүйлс

The accuracy of FashionMNIST dataset under FedAvg, FedProx, and SCAFFOLD.
-н: Pan Wang (198097)
Хэвлэсэн: (2025)

The accuracy of FashionMNIST dataset under FedAvg, FedProx, and SCAFFOLD.
-н: Pan Wang (198097)
Хэвлэсэн: (2025)

Comparison of FashionMNIST with different intervals under FedAvg, FedProx and SCAFFOLD.
-н: Pan Wang (198097)
Хэвлэсэн: (2025)

The accuracy of MNIST dataset under FedAvg, FedProx, and SCAFFOLD.
-н: Pan Wang (198097)
Хэвлэсэн: (2025)

The accuracy of MNIST dataset under FedAvg, FedProx, and SCAFFOLD.
-н: Pan Wang (198097)
Хэвлэсэн: (2025)

Comparison of MNIST with different intervals under FedAvg, FedProx and SCAFFOLD.
-н: Pan Wang (198097)
Хэвлэсэн: (2025)

The accuracy of TodayNews dataset under FedAvg, FedProx, and SCAFFOLD.
-н: Pan Wang (198097)
Хэвлэсэн: (2025)

Comparison of TodayNew with different intervals under FedAvg, FedProx and SCAFFOLD.
-н: Pan Wang (198097)
Хэвлэсэн: (2025)

Comparison of model distances.
-н: Pan Wang (198097)
Хэвлэсэн: (2025)

Impact of the Dirichlet distribution.
-н: Pan Wang (198097)
Хэвлэсэн: (2025)

Impact of the hyperparameter <i>μ.</i>
-н: Pan Wang (198097)
Хэвлэсэн: (2025)

Comparison between methods with EA and methods without EA.
-н: Pan Wang (198097)
Хэвлэсэн: (2025)

Hyper-parameter settings.
-н: Pan Wang (198097)
Хэвлэсэн: (2025)

Visualization Comparison Between Client Model with EA.
-н: Pan Wang (198097)
Хэвлэсэн: (2025)

Visualization Comparison Between Client Model with NO_EA.
-н: Pan Wang (198097)
Хэвлэсэн: (2025)

Mutation operator.
-н: Pan Wang (198097)
Хэвлэсэн: (2025)

Crossover operator.
-н: Pan Wang (198097)
Хэвлэсэн: (2025)

The process of FL.
-н: Pan Wang (198097)
Хэвлэсэн: (2025)

Relative per-step computation cost (normalized by FedAvg).
-н: Kexin Zhen (22453814)
Хэвлэсэн: (2025)

The ablation study of A-FedSAM is conducted, where w/o DKL represents the absence of the dynamic distillation term, w/o SAM indicates the use of the SGD optimizer, and w/o ALL corresponds to a degradation to FedAvg.
-н: Kexin Zhen (22453814)
Хэвлэсэн: (2025)

Diagram of the A-FedSAM.
-н: Kexin Zhen (22453814)
Хэвлэсэн: (2025)

Accuracy of A-FedSAM under different distillation temperature <i>T.</i>
-н: Kexin Zhen (22453814)
Хэвлэсэн: (2025)

Accuracy of A-FedSAM under different distrubuted radius <i>ρ.</i>
-н: Kexin Zhen (22453814)
Хэвлэсэн: (2025)

Accuracy of A-FedSAM under different distillation scheduling rates <i>λ.</i>
-н: Kexin Zhen (22453814)
Хэвлэсэн: (2025)

Convergence plot of A-FedSAM and baseline algorithms under various settings on the SPORT2 dataset.
-н: Kexin Zhen (22453814)
Хэвлэсэн: (2025)

Convergence plot of A-FedSAM and baseline algorithms under various settings on the SPORT1 dataset.
-н: Kexin Zhen (22453814)
Хэвлэсэн: (2025)

The multi-round test accuracy of A-FedSAM and baseline algorithms on the SPORT1 and SPORT2 datasets and 80% participation is reported as the mean ± variance.
-н: Kexin Zhen (22453814)
Хэвлэсэн: (2025)

The multi-round test accuracy of A-FedSAM and baseline algorithms on the SPORT1 and SPORT2 datasets and 40% participation is reported as the mean ± variance.
-н: Kexin Zhen (22453814)
Хэвлэсэн: (2025)

Convergence plots of the A-FedSAM algorithm and baseline algorithms under independent and identically distributed (IID) settings with 40% and 80% participation on the SPORT1 and SPORT2 datasets.
-н: Kexin Zhen (22453814)
Хэвлэсэн: (2025)

The multi-round test accuracy of A-FedSAM and baseline algorithms on the CIFAR-10/100, Tiny-ImageNet and AG-News datasets and 10% participation is reported as the mean ± variance.
-н: Kexin Zhen (22453814)
Хэвлэсэн: (2025)

Heat map for SPORT2 under heterogeneity weight equals to 0.3 for Dirichlet distribution.
-н: Kexin Zhen (22453814)
Хэвлэсэн: (2025)

Heat map for SPORT1 under heterogeneity weight equals to 0.3 for Dirichlet distribution.
-н: Kexin Zhen (22453814)
Хэвлэсэн: (2025)

The data sample of the SPORT2 dataset is presented, with only the distribution of the test set shown due to the large size of the training set.
-н: Kexin Zhen (22453814)
Хэвлэсэн: (2025)

The SPORT1 dataset includes various categories, along with the data samples in the training and testing sets and their distribution visualized in a distribution chart.
-н: Kexin Zhen (22453814)
Хэвлэсэн: (2025)

The framework of FL consists of four key steps.
-н: Kexin Zhen (22453814)
Хэвлэсэн: (2025)

All supporting data are available within this article’s supplementary files (ZIP).
-н: Kexin Zhen (22453814)
Хэвлэсэн: (2025)

Performance Comparison of Fed_avg and FLPMDP Models.
-н: Syed Mohsin Bokhari (21702906)
Хэвлэсэн: (2025)

Confusion matrix of Fed_avg Model with Features Fusion.
-н: Syed Mohsin Bokhari (21702906)
Хэвлэсэн: (2025)

Hospitals by region in Brazil, with a list of hospitals.
-н: Roberta Moreira Wichmann (14259316)
Хэвлэсэн: (2025)

List of variables used to predict hospitalization mortality in the federated and local learning approaches.
-н: Roberta Moreira Wichmann (14259316)
Хэвлэсэн: (2025)