MNIST
Benchmarks
Task NameDataset NameSOTA ResultTrendResults
MNIST
0.791Spearman Rho (AdamW Influence)
6
MNIST 100-client, 80 honest, 20 Byzantine (test)
100Clustered Detection Rate
6
MNIST
1.74Average Computing Time
6
FFT-MNIST
45Accuracy
6
MNIST high-D holdout
0.122RMSE (log space)
6
MNIST high-C holdout
0.127RMSE (log space)
6
MNIST binarized (test)
99.43Last-10 Accuracy
6
MNIST IID (test)
97.2LF Attack Robustness (10% Ratio)
6
MNIST
31.8FID
6
MNIST non-IID, α=0.1 (test)
95.51Test Accuracy
6
MNIST INR
70.21Accuracy
6
MNIST even odd
0.01FID
6
MNIST
0.014FID
6
MNIST
99Accuracy
6
Loc-MNIST 1:4
86.54Accuracy
6
MNIST K=3 sources (full)
15.2PSNR
6
MNIST T-Shirt
82.52Frequency
6
MNIST
10Number of Clusters (NC)
6
MNIST
3.96Running Time
6
MNIST (test)
95.1Accuracy
6
MNIST
98.4Worst Accuracy
6
MNIST 3 vs 8
573.3Avg Explanation Size
6
MNIST 3 vs 8 (test)
23.24Average Execution Time (ms)
6
MNIST
98.13Accuracy
6
MNIST Square prior (test)
0.66MMD
6