What is recorded here?
Separated weight shrinkage from the adaptive gradient transformation in AdamW, clarifying its difference from adding an L2 penalty and reporting improved image-classification generalization.
Source-linked catalogue note. A detailed explanatory guide has not yet been prepared for this entry.
Scientific scope
Introduced as a 2017 preprint, with the cited revision published at ICLR 2019. Weight decay predates this work. Benefits are evaluated settings, not guaranteed superiority or complete hyperparameter independence.
Read the original work
- Decoupled Weight Decay Regularization
- Loshchilov and Hutter: decoupled weight decay for adaptive optimizers — author/proceedings record
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People and systems
Ilya Loshchilov; Frank Hutter
Source-listed authors or explicitly credited technical contributors for the cited versions. Family entries retain source-specific attribution; a combined list is not one original-paper byline or equal individual work. Names alone do not establish resolved identities.
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English catalogue narrative
Loshchilov and Hutter: decoupled weight decay for adaptive optimizers
Separated weight shrinkage from the adaptive gradient transformation in AdamW, clarifying its difference from adding an L2 penalty and reporting improved image-classification generalization.
Scientific scope
Introduced as a 2017 preprint, with the cited revision published at ICLR 2019. Weight decay predates this work. Benefits are evaluated settings, not guaranteed superiority or complete hyperparameter independence.
Reading status
This is a source-linked WRS catalogue note. A full explanatory guide and independent scientific reconstruction have not been completed for this entry. Read the identified original work for its complete narrative and arguments.
People and systems
Ilya Loshchilov; Frank Hutter
Source-listed authors or explicitly credited technical contributors for the cited versions. Family entries retain source-specific attribution; a combined list is not one original-paper byline or equal individual work. Names alone do not establish resolved identities.