@article{thegeometricwallmanifoldstructurepredict,
  title = {The Geometric Wall: Manifold Structure Predicts Layerwise Sparse Autoencoder Scaling Laws},
  author = {Eslam Zaher and Maciej Trzaskowski and Quan Nguyen and Fred Roosta},
  year = {2026},
  eprint = {2605.09887},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2605.09887},
}