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Diagonal Fisher Information Matrix Estimation on SpeechCommands
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0.17
RelMAE
Hutchinson's FIM estimator
-2.0952
13.1949
28.485
43.7751
May 19, 2025
RelMAE
Speedup Factor
Updated 1mo ago
Evaluation Results
Method
Method
Links
RelMAE
Speedup Factor
Hutchinson's FIM estimator
Backbone=Wav2Vec2-base
2025.05
0.17
0.97
Low-rank(2) FIM estimator
Backbone=Wav2Vec2-base
2025.05
0.22
0.91
Low-rank FIM estimator
Backbone=Wav2Vec2-base
2025.05
0.39
0.89
Diagonal Gauss-Newton FIM estimator
Backbone=Wav2Vec2-base
2025.05
7.4
0.97
Empirical FIM
Backbone=Wav2Vec2-base
2025.05
56.8
1
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