Table 1 Detection accuracy comparison.

From: Identifying alternately poisoning attacks in federated learning online using trajectory anomaly detection method

Datasets

MNIST

FashionMNIST

CIFAR-10

Method

DACC

FPR

DACC

FPR

DACC

FPR

VAE

0.89

0.15

0.85

0.17

0.90

0.09

FLDetector

0.87

0.18

0.83

0.22

0.93

0.1

Ours

0.94

0.12

0.93

0.15

0.89

0.18

  1. Significant values are given in bold.