Why and When Deep is Better than Shallow: An Implementation-Agnostic State-Transition View of Depth Supremacy

@misc{sonoda2025generalizationgrowthhidden,
      title={Generalization Through Growth: Hidden Dynamics Controls Depth Dependence},
      author={Sho Sonoda and Yuka Hashimoto and Isao Ishikawa and Masahiro Ikeda},
      year={2025},
      eprint={2505.15064},
      archivePrefix={arXiv},
      primaryClass={cs.LG},
      url={https://arxiv.org/abs/2505.15064},
}