2 problems
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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 scheduling conjecture for reducing signSGD noise
A learning-rate schedule has the form … for a suitable function , and the associated signSGD noise term is the contribution to the loss arising from stochastic gradient noise. S…