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I have found the solution. We should follow Table 7 in the appendix to assign λu. It should be 0 for the Cifar10 20% dataset, which is pretty different for other noise ratios.
The cifar10 0.2 noise rate, I can only get about 91.5% acc useing the code, and I can't find the reason
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