TASK 
DATASET 
MODEL 
METRIC NAME 
METRIC VALUE 
GLOBAL RANK 
REMOVE 
Federated Learning

CIFAR100 (alpha=0, 10 clients per round)

FedASAM + SWA

ACC@1100Clients

42.64

# 1


Federated Learning

CIFAR100 (alpha=0, 10 clients per round)

FedSAM

ACC@1100Clients

36.93

# 4


Federated Learning

CIFAR100 (alpha=0, 10 clients per round)

FedAvg

ACC@1100Clients

36.74

# 5


Federated Learning

CIFAR100 (alpha=0, 10 clients per round)

FedSAM + SWA

ACC@1100Clients

39.51

# 3


Federated Learning

CIFAR100 (alpha=0, 10 clients per round)

FedASAM

ACC@1100Clients

39.76

# 2


Federated Learning

CIFAR100 (alpha=0, 20 clients per round)

FedASAM

ACC@1100Clients

40.81

# 2


Federated Learning

CIFAR100 (alpha=0, 20 clients per round)

FedASAM + SWA

ACC@1100Clients

41.62

# 1


Federated Learning

CIFAR100 (alpha=0, 20 clients per round)

FedSAM

ACC@1100Clients

38.56

# 5


Image Classification

CIFAR100 (alpha=0, 20 clients per round)

FedAvgM + ASAM + SWA

ACC@1100Clients

51.58

# 1


Federated Learning

CIFAR100 (alpha=0, 20 clients per round)

FedSAM + SWA

ACC@1100Clients

39.24

# 3


Federated Learning

CIFAR100 (alpha=0, 20 clients per round)

FedAvg

ACC@1100Clients

38.59

# 4


Federated Learning

CIFAR100 (alpha=0.5, 10 clients per round)

FedAvg

ACC@1100Clients

41.27

# 5


Federated Learning

CIFAR100 (alpha=0.5, 10 clients per round)

FedASAM

ACC@1100Clients

46.58

# 3


Federated Learning

CIFAR100 (alpha=0.5, 10 clients per round)

FedSAM

ACC@1100Clients

44.84

# 4


Federated Learning

CIFAR100 (alpha=0.5, 10 clients per round)

FedASAM + SWA

ACC@1100Clients

48.72

# 1


Federated Learning

CIFAR100 (alpha=0.5, 10 clients per round)

FedSAM + SWA

ACC@1100Clients

46.76

# 2


Federated Learning

CIFAR100 (alpha=0.5, 20 clients per round)

FedAvg

ACC@1100Clients

42.17

# 5


Federated Learning

CIFAR100 (alpha=0.5, 20 clients per round)

FedSAM

ACC@1100Clients

46.05

# 4


Federated Learning

CIFAR100 (alpha=0.5, 20 clients per round)

FedASAM

ACC@1100Clients

47.78

# 2


Federated Learning

CIFAR100 (alpha=0.5, 20 clients per round)

FedSAM + SWA

ACC@1100Clients

46.47

# 3


Federated Learning

CIFAR100 (alpha=0.5, 20 clients per round)

FedASAM + SWA

ACC@1100Clients

48.27

# 1


Federated Learning

CIFAR100 (alpha=0.5, 5 clients per round)

FedSAM

ACC@1100Clients

44.73

# 4


Federated Learning

CIFAR100 (alpha=0.5, 5 clients per round)

FedASAM

ACC@1100Clients

45.61

# 3


Federated Learning

CIFAR100 (alpha=0.5, 5 clients per round)

FedAvg

ACC@1100Clients

40.43

# 5


Federated Learning

CIFAR100 (alpha=0.5, 5 clients per round)

FedSAM + SWA

ACC@1100Clients

47.96

# 2


Federated Learning

CIFAR100 (alpha=0.5, 5 clients per round)

FedASAM + SWA

ACC@1100Clients

49.17

# 1


Federated Learning

CIFAR100 (alpha=0, 5 clients per round)

FedSAM + SWA

ACC@1100Clients

39.3

# 2


Federated Learning

CIFAR100 (alpha=0, 5 clients per round)

FedAvg

ACC@1100Clients

30.25

# 5


Federated Learning

CIFAR100 (alpha=0, 5 clients per round)

FedSAM

ACC@1100Clients

31.04

# 4


Federated Learning

CIFAR100 (alpha=0, 5 clients per round)

FedASAM

ACC@1100Clients

36.04

# 3


Federated Learning

CIFAR100 (alpha=0, 5 clients per round)

FedASAM + SWA

ACC@1100Clients

42.01

# 1


Federated Learning

CIFAR100 (alpha=1000, 10 clients per round)

FedSAM

ACC@1100Clients

53.39

# 4


Federated Learning

CIFAR100 (alpha=1000, 10 clients per round)

FedASAM

ACC@1100Clients

54.97

# 1


Federated Learning

CIFAR100 (alpha=1000, 10 clients per round)

FedAvg

ACC@1100Clients

50.25

# 5


Federated Learning

CIFAR100 (alpha=1000, 10 clients per round)

FedASAM + SWA

ACC@1100Clients

54.79

# 2


Federated Learning

CIFAR100 (alpha=1000, 10 clients per round)

FedSAM + SWA

ACC@1100Clients

53.67

# 3


Federated Learning

CIFAR100 (alpha=1000, 20 clients per round)

FedSAM + SWA

ACC@1100Clients

54.36

# 2


Federated Learning

CIFAR100 (alpha=1000, 20 clients per round)

FedASAM + SWA

ACC@1100Clients

54.1

# 3


Federated Learning

CIFAR100 (alpha=1000, 20 clients per round)

FedAvg

ACC@1100Clients

50.66

# 5


Federated Learning

CIFAR100 (alpha=1000, 20 clients per round)

FedSAM

ACC@1100Clients

53.97

# 4


Federated Learning

CIFAR100 (alpha=1000, 20 clients per round)

FedASAM

ACC@1100Clients

54.5

# 1


Federated Learning

CIFAR100 (alpha=1000, 5 clients per round)

FedAvg

ACC@1100Clients

49.92

# 5


Federated Learning

CIFAR100 (alpha=1000, 5 clients per round)

FedASAM

ACC@1100Clients

54.81

# 1


Federated Learning

CIFAR100 (alpha=1000, 5 clients per round)

FedSAM

ACC@1100Clients

54.01

# 2


Federated Learning

CIFAR100 (alpha=1000, 5 clients per round)

FedSAM + SWA

ACC@1100Clients

53.9

# 3


Federated Learning

CIFAR100 (alpha=1000, 5 clients per round)

FedASAM + SWA

ACC@1100Clients

53.86

# 4


Federated Learning

Cityscapes heterogeneous

SiloBN + ASAM

mIoU

49.75

# 1


Federated Learning

Cityscapes heterogeneous

FedSAM

mIoU

41.22

# 8


Federated Learning

Cityscapes heterogeneous

FedAvg + SWA

mIoU

42.48

# 6


Federated Learning

Cityscapes heterogeneous

FedSAM + SWA

mIoU

43.42

# 4


Federated Learning

Cityscapes heterogeneous

FedASAM + SWA

mIoU

43.02

# 5


Federated Learning

Cityscapes heterogeneous

SiloBN

mIoU

45.96

# 3


Federated Learning

Cityscapes heterogeneous

SiloBN + SAM

mIoU

49.1

# 2


Federated Learning

Cityscapes heterogeneous

FedASAM

mIoU

42.27

# 7


Federated Learning

Cityscapes heterogeneous

FedAvg

mIoU

38.65

# 9


Federated Learning

LandmarksUser160k

FedSAM

Acc@11262Clients

63.72

# 5


Federated Learning

LandmarksUser160k

FedSAM + SWA

Acc@11262Clients

68.12

# 2


Federated Learning

LandmarksUser160k

FedASAM

Acc@11262Clients

64.23

# 4


Federated Learning

LandmarksUser160k

FedASAM + SWA

Acc@11262Clients

68.32

# 1


Federated Learning

LandmarksUser160k

FedAvg

Acc@11262Clients

61.91

# 6


Federated Learning

LandmarksUser160k

FedAvg + SWA

Acc@11262Clients

67.52

# 3

