Federated Class-Incremental Learning
Benchmarks
DatasetSOTA methodMetricTrendResultsLast updated
84.3FAA
54
Apr 13, 2026
88.6FAA
42
Apr 13, 2026
90.1FAA
39
Apr 13, 2026
92.49Average Accuracy
21
Jun 11, 2026
76.66Average FAA
21
Jun 11, 2026
46.72FAA
19
Jun 16, 2026
49Score_120
17
Feb 26, 2026
70.42Final Accuracy (FAA)
14
Jun 16, 2026
95.06Average Accuracy (Aavg)
14
Mar 31, 2026
88.62Aavg
14
Mar 31, 2026
86.61Avg Acc
14
Mar 31, 2026
75.23FAA (β=0.5)
13
Mar 9, 2026
85.16FAA Score
12
Jun 16, 2026
72.36FAA Score
12
Jun 16, 2026
1Communication Overhead Factor
11
Jun 16, 2026
37.54FAA
11
Jun 16, 2026
40.36FAA
11
Jun 16, 2026
42.7Accuracy
10
Feb 26, 2026
70Performance @ 10%
10
Feb 26, 2026
95.06Average Accuracy
7
Mar 31, 2026
88.62Average Accuracy (Aavg)
7
Mar 31, 2026
86.61Average Accuracy
7
Mar 31, 2026
76.6FAA
5
Apr 13, 2026