ADOPT: Modified Adam Can Converge with Any with the Optimal Rate
The paper introduces ADOPT, a new adaptive gradient method that resolves Adam's non-convergence issue without bounded noise assumptions, demonstrating superior performance across various deep learning tasks.
https://arxiv.org/abs//2411.02853
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