Bibliography (4):

1. https://github.com/ejmichaud/grokking-squared

2. Decoupled Weight Decay Regularization

3. https://arxiv.org/pdf/2205.10343#page=14

4. Wikipedia Bibliography:

   1. https://en.wikipedia.org/wiki/Phase_diagrams  :

      https://en.wikipedia.org/wiki/Phase_diagrams