Universality of Linear Recurrences Followed by Non-linear Projections: Finite-Width Guarantees and Benefits of Complex Eigenvalues

Antonio Orvieto, Soham De, Caglar Gulcehre, Razvan Pascanu, Samuel L. Smith
2/12/2026

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@article{orvieto2026universality,
  title  = {Universality of Linear Recurrences Followed by Non-linear Projections: Finite-Width Guarantees and Benefits of Complex Eigenvalues},
  author = {Antonio Orvieto and Soham De and Caglar Gulcehre and Razvan Pascanu and Samuel L. Smith},
  year   = {2026},
  url    = {https://api.semanticscholar.org/CorpusID:468855eabfc3c84eb83518e9ce959dc4df0d10b7},
  journal = {ICML 2024 2024}
}

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