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Diagonal Fisher Information Matrix Estimation on SpeechCommands

0.17RelMAEHutchinson's FIM estimator
-2.095213.194928.48543.7751May 19, 2025

Evaluation results

MethodLinks
Hutchinson's FIM estimatorBackbone=Wav2Vec2-base2025.050.170.97
Low-rank(2) FIM estimatorBackbone=Wav2Vec2-base2025.050.220.91
Low-rank FIM estimatorBackbone=Wav2Vec2-base2025.050.390.89
Diagonal Gauss-Newton FIM estimatorBackbone=Wav2Vec2-base2025.057.40.97
Empirical FIMBackbone=Wav2Vec2-base2025.0556.81