The Serial Scaling Hypothesis
arXiv:2507.12549v4 Announce Type: replace-cross
Abstract: While machine learning has advanced through massive parallelization, we identify a critical blind spot: some problems are fundamentally sequential. These “inherently serial” problems-from mathe…