State Space Models — a guide to structured memory and complex dynamics in deep learning – State Space Models

Front cover of the book State Space Models: the title in orange above an abstract spiral motif.

State Space Models

A guide to structured memory and complex dynamics in deep learning

Open Edition · 2026

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Changelog

[Jun 2026] First public preview. Foundations and Structured State Spaces & S4 chapters available.

Authors

Cosmo Santoni Imperial College London

Cite this book

@book{santoni2026ssm,
  author = {Santoni, Cosmo},
  title  = {State Space Models: A guide to structured memory and complex dynamics in deep learning},
  year   = {2026},
  note   = {Open Edition},
  doi    = {10.5281/zenodo.20736327},
  url    = {https://ssm.guide}
}

Table of contents

References