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Towards a theory of learning dynamics in deep state space models

Towards a theory of learning dynamics in deep state space models

10 July 2024
Jakub Smékal
Jimmy T.H. Smith
Michael Kleinman
D. Biderman
Scott W. Linderman
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Papers citing "Towards a theory of learning dynamics in deep state space models"

5 / 5 papers shown
Title
Tuning Frequency Bias of State Space Models
Tuning Frequency Bias of State Space Models
Annan Yu
Dongwei Lyu
S. H. Lim
Michael W. Mahoney
N. Benjamin Erichson
33
1
0
02 Oct 2024
SiMBA: Simplified Mamba-Based Architecture for Vision and Multivariate
  Time series
SiMBA: Simplified Mamba-Based Architecture for Vision and Multivariate Time series
Badri N. Patro
Vijay Srinivas Agneeswaran
Mamba
51
50
0
22 Mar 2024
Repeat After Me: Transformers are Better than State Space Models at
  Copying
Repeat After Me: Transformers are Better than State Space Models at Copying
Samy Jelassi
David Brandfonbrener
Sham Kakade
Eran Malach
95
77
0
01 Feb 2024
Resurrecting Recurrent Neural Networks for Long Sequences
Resurrecting Recurrent Neural Networks for Long Sequences
Antonio Orvieto
Samuel L. Smith
Albert Gu
Anushan Fernando
Çağlar Gülçehre
Razvan Pascanu
Soham De
88
258
0
11 Mar 2023
Liquid Structural State-Space Models
Liquid Structural State-Space Models
Ramin Hasani
Mathias Lechner
Tsun-Hsuan Wang
Makram Chahine
Alexander Amini
Daniela Rus
AI4TS
97
93
0
26 Sep 2022
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