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I test the optimizer on gluoncv cifar-10 example code. The performance is lower than directly using NAG. I am not sure weather the network arch or other condition (data preprocess) will influence the convergence.
Thanks for implement AdaBound with mxnet, but have you test on cifar10 dataset ?
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