Federated Continual Learning
Benchmarks
Dataset NameSOTA methodMetricTrendResultsLast Updated
74.21Accuracy
36
Apr 13, 2026
97.32Average Accuracy
31
Jun 11, 2026
87.2Avg Accuracy
31
Jun 11, 2026
29.64Accuracy (ACC)
18
Jun 23, 2026
34.8Accuracy
16
Jun 23, 2026
54.48Accuracy (ACC)
16
Jun 23, 2026
55.65Accuracy
16
Jun 23, 2026
78.88Average Performance
13
Mar 9, 2026
56Accuracy
9
Jun 2, 2026
50.8Entity-level micro-F1
9
Jun 2, 2026
56.4Accuracy
9
Jun 2, 2026
63.5Accuracy
9
Jun 2, 2026
0.98Runtime (seconds)
7
Jun 11, 2026
1.75Runtime (seconds)
7
Jun 11, 2026
69.76Accuracy
4
Apr 13, 2026
35.13Communication Cost (MB)
3
Jun 11, 2026
140.52Communication Cost (MB)
3
Jun 11, 2026
134.27Communication Cost (MB)
3
Jun 11, 2026
23.17Accuracy
2
Apr 13, 2026
28.85Accuracy
2
Apr 13, 2026
47.81Accuracy
2
Apr 13, 2026
50.36Accuracy
2
Apr 13, 2026