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

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

21 July 2023
Antonio Orvieto
Soham De
Çağlar Gülçehre
Razvan Pascanu
Samuel L. Smith
ArXivPDFHTML

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

2 / 2 papers shown
Title
Unlocking State-Tracking in Linear RNNs Through Negative Eigenvalues
Unlocking State-Tracking in Linear RNNs Through Negative Eigenvalues
Riccardo Grazzi
Julien N. Siems
Jörg Franke
Arber Zela
Frank Hutter
Massimiliano Pontil
159
23
0
19 Nov 2024
Length independent generalization bounds for deep SSM architectures via Rademacher contraction and stability constraints
Length independent generalization bounds for deep SSM architectures via Rademacher contraction and stability constraints
Dániel Rácz
Mihaly Petreczky
Bálint Daróczy
90
1
0
30 May 2024
1