Federated Learning
Benchmarks
DatasetSOTA methodMetricTrendResultsLast updated
2.17Time Consumption (s)
84
May 8, 2026
1.99Time Consumption (s)
84
May 8, 2026
9Error Rate
80
May 1, 2026
3.721Perplexity
73
May 1, 2026
4Communication Rounds
33
Feb 26, 2026
24Communication Cost (MB)
33
Feb 26, 2026
50.611Accuracy
33
Feb 27, 2026
0.01Local Average Distance (AD)
30
Feb 26, 2026
99.7Jain's Fairness Index
21
Mar 13, 2026
0.997Jain's Fairness Index
21
Mar 13, 2026
31.74Accuracy (500 Rounds)
13
Feb 27, 2026
64.55Accuracy (500 Rounds)
13
Feb 27, 2026
31.47Accuracy (500R)
13
Feb 27, 2026
73.61Accuracy (500R)
13
Feb 27, 2026
49.56Accuracy (500 Rounds)
13
Feb 27, 2026
77.76Accuracy (Round 500)
13
Feb 27, 2026
79Mean F1 Score
12
Mar 19, 2026
89.2Mean F1 Score
12
Mar 19, 2026
80Mean F1 Score
12
Mar 19, 2026
86.2Mean F1 Score
12
Mar 19, 2026
0.01Local Avg Distance (AD)
12
Feb 26, 2026
75.87Aθ Score
10
Apr 13, 2026
69.48Weighted Accuracy
10
Apr 10, 2026
18.86Speedup
10
Feb 26, 2026
48.8Speedup
10
Feb 26, 2026