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The Adam signSGD scaling-law conjecture
Let denote Adam's second-moment decay parameter, and let the scaling law with signSGD refer to the compute-scaling exponents identified in the paper's signSGD analysis. A…
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The problem–hyperparameter order conjecture for Adam convergence
Adam is an optimization algorithm whose behavior depends on its hyperparameters . In convergence analyses, one may choose a problem after fixing these hyperparam…