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Layer-wise adaptive rate scaling

Also called LARS.

Scales each layer's learning rate by the ratio of weight norm to gradient norm, for large-batch training.

Scales each layer's learning rate by the ratio of weight norm to gradient norm, for large-batch training.

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The build computes these levels from the evidence in the repository. Each row says what the next level needs. Read what the levels mean.

LadderLevelWhat the next level needs
Human proofH0 no proof
  • add a proof in proofs/ (06.5)
LeanL0 no Lean part
  • name a Lean module in the lean field (07)
VisualV0 none
  • add viz/scene.ts or a figure (10)
WritingW0 stub
  • one source with a locator