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On the Parameterization and Initialization of Diagonal State Space
  Models

On the Parameterization and Initialization of Diagonal State Space Models

23 June 2022
Albert Gu
Ankit Gupta
Karan Goel
Christopher Ré
ArXivPDFHTML

Papers citing "On the Parameterization and Initialization of Diagonal State Space Models"

16 / 66 papers shown
Title
StableSSM: Alleviating the Curse of Memory in State-space Models through
  Stable Reparameterization
StableSSM: Alleviating the Curse of Memory in State-space Models through Stable Reparameterization
Shida Wang
Qianxiao Li
22
13
0
24 Nov 2023
Dialogue-Contextualized Re-ranking for Medical History-Taking
Dialogue-Contextualized Re-ranking for Medical History-Taking
Jian Zhu
Ilya Valmianski
Anitha Kannan
19
1
0
04 Apr 2023
Simple Hardware-Efficient Long Convolutions for Sequence Modeling
Simple Hardware-Efficient Long Convolutions for Sequence Modeling
Daniel Y. Fu
Elliot L. Epstein
Eric N. D. Nguyen
A. Thomas
Michael Zhang
Tri Dao
Atri Rudra
Christopher Ré
16
52
0
13 Feb 2023
Scaling Up Computer Vision Neural Networks Using Fast Fourier Transform
Scaling Up Computer Vision Neural Networks Using Fast Fourier Transform
Siddharth Agrawal
15
0
0
02 Feb 2023
Hungry Hungry Hippos: Towards Language Modeling with State Space Models
Hungry Hungry Hippos: Towards Language Modeling with State Space Models
Daniel Y. Fu
Tri Dao
Khaled Kamal Saab
A. Thomas
Atri Rudra
Christopher Ré
73
370
0
28 Dec 2022
Pretraining Without Attention
Pretraining Without Attention
Junxiong Wang
J. Yan
Albert Gu
Alexander M. Rush
27
48
0
20 Dec 2022
Advancing the State-of-the-Art for ECG Analysis through Structured State
  Space Models
Advancing the State-of-the-Art for ECG Analysis through Structured State Space Models
Temesgen Mehari
Nils Strodthoff
23
11
0
14 Nov 2022
CAB: Comprehensive Attention Benchmarking on Long Sequence Modeling
CAB: Comprehensive Attention Benchmarking on Long Sequence Modeling
Jinchao Zhang
Shuyang Jiang
Jiangtao Feng
Lin Zheng
Lingpeng Kong
3DV
43
9
0
14 Oct 2022
Liquid Structural State-Space Models
Liquid Structural State-Space Models
Ramin Hasani
Mathias Lechner
Tsun-Hsuan Wang
Makram Chahine
Alexander Amini
Daniela Rus
AI4TS
107
96
0
26 Sep 2022
Mega: Moving Average Equipped Gated Attention
Mega: Moving Average Equipped Gated Attention
Xuezhe Ma
Chunting Zhou
Xiang Kong
Junxian He
Liangke Gui
Graham Neubig
Jonathan May
Luke Zettlemoyer
33
183
0
21 Sep 2022
Efficient Methods for Natural Language Processing: A Survey
Efficient Methods for Natural Language Processing: A Survey
Marcos Vinícius Treviso
Ji-Ung Lee
Tianchu Ji
Betty van Aken
Qingqing Cao
...
Emma Strubell
Niranjan Balasubramanian
Leon Derczynski
Iryna Gurevych
Roy Schwartz
30
109
0
31 Aug 2022
Long Range Language Modeling via Gated State Spaces
Long Range Language Modeling via Gated State Spaces
Harsh Mehta
Ankit Gupta
Ashok Cutkosky
Behnam Neyshabur
Mamba
37
232
0
27 Jun 2022
How to Train Your HiPPO: State Space Models with Generalized Orthogonal
  Basis Projections
How to Train Your HiPPO: State Space Models with Generalized Orthogonal Basis Projections
Albert Gu
Isys Johnson
Aman Timalsina
Atri Rudra
Christopher Ré
Mamba
95
90
0
24 Jun 2022
Diagonal State Spaces are as Effective as Structured State Spaces
Diagonal State Spaces are as Effective as Structured State Spaces
Ankit Gupta
Albert Gu
Jonathan Berant
59
292
0
27 Mar 2022
Efficiently Modeling Long Sequences with Structured State Spaces
Efficiently Modeling Long Sequences with Structured State Spaces
Albert Gu
Karan Goel
Christopher Ré
52
1,673
0
31 Oct 2021
FlexConv: Continuous Kernel Convolutions with Differentiable Kernel
  Sizes
FlexConv: Continuous Kernel Convolutions with Differentiable Kernel Sizes
David W. Romero
Robert-Jan Bruintjes
Jakub M. Tomczak
Erik J. Bekkers
Mark Hoogendoorn
Jan van Gemert
80
82
0
15 Oct 2021
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