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Diagonal Fisher Information Matrix Estimation on CIFAR-100
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11
RelMAE
Hutchinson's FIM estimator
7.52
31.01
54.5
77.99
May 19, 2025
RelMAE
Speedup Factor
Updated 1mo ago
Evaluation Results
Method
Method
Links
RelMAE
Speedup Factor
Hutchinson's FIM estimator
Backbone=ResNet-50
2025.05
11
0.99
Diagonal Gauss-Newton FIM estimator
Backbone=ResNet-50
2025.05
11
1.01
Hutchinson's FIM estimator
Backbone=EfficientNet-B0
2025.05
11
1
Diagonal Gauss-Newton FIM estimator
Backbone=EfficientNet-B0
2025.05
12
1
Empirical FIM
Backbone=ResNet-50
2025.05
17
1
Empirical FIM
Backbone=EfficientNet-B0
2025.05
17
1
Low-rank(2) FIM estimator
Backbone=ResNet-50
2025.05
95
0.46
Low-rank(2) FIM estimator
Backbone=EfficientNet-B0
2025.05
96
0.5
Low-rank FIM estimator
Backbone=ResNet-50
2025.05
97
0.97
Low-rank FIM estimator
Backbone=EfficientNet-B0
2025.05
98
0.98
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