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Ilya Loshchilov

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19:34
2026-07-31
idlemachines.co.uk
machine-learning

Adam and AdamW: adaptive optimisation and weight decay

In a technical explainer, the author demonstrates that L2 regularization and weight decay, equivalent in plain SGD, diverge under the Adam optimizer because Adam's adaptive step rescales the L2 penalt…

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