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Benchmarks
Handwritten digit classification on MNIST (test)
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97.79
Accuracy (Regular)
CIL
84.4884
87.9417
91.395
94.8483
Jan 12, 2026
Jan 30, 2026
Feb 17, 2026
Mar 7, 2026
Mar 25, 2026
Apr 12, 2026
May 1, 2026
Accuracy (Regular)
Accuracy (Complete)
Accuracy (Ring)
Accuracy (Erdős–Rényi)
Updated 1mo ago
Evaluation Results
Method
Method
Links
Accuracy (Regular)
Accuracy (Complete)
Accuracy (Ring)
Accuracy (Erdős–Rényi)
CIL
Data Partitioning=i.i....
2026.01
97.79
97.32
97.64
97.09
Standard SGD
Data Partitioning=i.i.d.
2026.01
97.42
97.29
97.36
97.41
DeCaFork
Data Partitioning=i.i.d.
2026.01
97.31
97.25
97.49
97.12
CIL
Data Partitioning=i.i....
2026.01
97.16
97.44
97.6
97.25
Structured Recurrent SNN
Learning rule=WTA + mo...
2026.05
97
-
-
-
STDP
Learning rule=Unsuperv...
2026.05
95
-
-
-
e-prop
Learning rule=Approx....
2026.05
92
-
-
-
Reward-modulated STDP
Learning rule=Three-fa...
2026.05
88
-
-
-
WTA-based SNN
Learning rule=Margin /...
2026.05
88
-
-
-
Reservoir SNN + readout
Learning rule=Fixed re...
2026.05
85
-
-
-
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