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README.md

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@@ -20,11 +20,11 @@ Folder ./LeNet5 provides the code to do a quick benchmark on the classic MNIST h
2020

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METHOD | (MEAN, STD)%
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------------ | -------------
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Momentum | (96, 7)
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Adam | (88, 7)
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KFAC | (84, 7)
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Fish type preconditioner | (86, 5)
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Newton type preconditioner | (74, 6)
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Momentum | (0.96, 0.07)
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Adam | (0.88, 0.07)
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KFAC | (0.84, 0.07)
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Fish type preconditioner | (0.86, 0.05)
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Newton type preconditioner | (0.74, 0.06)
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#### References
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[1] Preconditioned stochastic gradient descent, https://arxiv.org/abs/1512.04202, 2015.
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[2] Preconditioner on matrix Lie group for SGD, https://arxiv.org/abs/1809.10232, 2018.

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