Quantifying the Memorization-to-Generalization Transition: Scaling Laws and Phase Structure in Grokking

Anish Kataria

Neural networks trained past memorization frequently undergo a delayed transition to generalization, a phenomenon known as grokking. Despite theoretical progress on \emph{why} this…