ADOPT: Modified Adam Can Converge with Any β 2 with the Optimal Rate Keno Harada The University of Tokyo

Neural Information Processing Systems 

Adam is one of the most popular optimization algorithms in deep learning. However, it is known that Adam does not converge in theory unless choosing a hyperparameter, i.e., β

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