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Diagonal State Spaces are as Effective as Structured State Spaces

Diagonal State Spaces are as Effective as Structured State Spaces

27 March 2022
Ankit Gupta
Albert Gu
Jonathan Berant
ArXivPDFHTML

Papers citing "Diagonal State Spaces are as Effective as Structured State Spaces"

50 / 226 papers shown
Title
Learning 1D Causal Visual Representation with De-focus Attention
  Networks
Learning 1D Causal Visual Representation with De-focus Attention Networks
Chenxin Tao
Xizhou Zhu
Shiqian Su
Lewei Lu
Changyao Tian
...
Gao Huang
Hongsheng Li
Yu Qiao
Jie Zhou
Jifeng Dai
54
1
0
06 Jun 2024
U-KAN Makes Strong Backbone for Medical Image Segmentation and
  Generation
U-KAN Makes Strong Backbone for Medical Image Segmentation and Generation
Chenxin Li
Xinyu Liu
W. J. Li
Cheng Wang
Hengyu Liu
Yifan Liu
Zhen Chen
Yixuan Yuan
MedIm
DiffM
SSeg
46
72
0
05 Jun 2024
GrootVL: Tree Topology is All You Need in State Space Model
GrootVL: Tree Topology is All You Need in State Space Model
Yicheng Xiao
Lin Song
Shaoli Huang
Jiangshan Wang
Siyu Song
Yixiao Ge
Xiu Li
Ying Shan
Mamba
25
10
0
04 Jun 2024
Universal In-Context Approximation By Prompting Fully Recurrent Models
Universal In-Context Approximation By Prompting Fully Recurrent Models
Aleksandar Petrov
Tom A. Lamb
Alasdair Paren
Philip H. S. Torr
Adel Bibi
LRM
24
0
0
03 Jun 2024
Dimba: Transformer-Mamba Diffusion Models
Dimba: Transformer-Mamba Diffusion Models
Zhengcong Fei
Mingyuan Fan
Changqian Yu
Debang Li
Youqiang Zhang
Junshi Huang
Mamba
51
16
0
03 Jun 2024
State Space Models on Temporal Graphs: A First-Principles Study
State Space Models on Temporal Graphs: A First-Principles Study
Jintang Li
Ruofan Wu
Xinzhou Jin
Boqun Ma
Liang Chen
Zibin Zheng
33
2
0
03 Jun 2024
Recurrent neural networks: vanishing and exploding gradients are not the
  end of the story
Recurrent neural networks: vanishing and exploding gradients are not the end of the story
Nicolas Zucchet
Antonio Orvieto
ODL
AAML
40
8
0
31 May 2024
Unlocking the Secrets of Linear Complexity Sequence Model from A Unified
  Perspective
Unlocking the Secrets of Linear Complexity Sequence Model from A Unified Perspective
Zhen Qin
Xuyang Shen
Weigao Sun
Dong Li
Stanley T. Birchfield
Richard I. Hartley
Yiran Zhong
37
2
0
27 May 2024
Time-SSM: Simplifying and Unifying State Space Models for Time Series
  Forecasting
Time-SSM: Simplifying and Unifying State Space Models for Time Series Forecasting
Jiaxi Hu
Disen Lan
Ziyu Zhou
Qingsong Wen
Yuxuan Liang
AI4TS
32
7
0
25 May 2024
Understanding the differences in Foundation Models: Attention, State
  Space Models, and Recurrent Neural Networks
Understanding the differences in Foundation Models: Attention, State Space Models, and Recurrent Neural Networks
Jerome Sieber
Carmen Amo Alonso
A. Didier
M. Zeilinger
Antonio Orvieto
AAML
42
7
0
24 May 2024
Mamba in Speech: Towards an Alternative to Self-Attention
Mamba in Speech: Towards an Alternative to Self-Attention
Xiangyu Zhang
Qiquan Zhang
Hexin Liu
Tianyi Xiao
Xinyuan Qian
Beena Ahmed
E. Ambikairajah
Haizhou Li
Julien Epps
Mamba
39
13
0
21 May 2024
Efficient Multimodal Large Language Models: A Survey
Efficient Multimodal Large Language Models: A Survey
Yizhang Jin
Jian Li
Yexin Liu
Tianjun Gu
Kai Wu
...
Xin Tan
Zhenye Gan
Yabiao Wang
Chengjie Wang
Lizhuang Ma
LRM
39
44
0
17 May 2024
State-Free Inference of State-Space Models: The Transfer Function
  Approach
State-Free Inference of State-Space Models: The Transfer Function Approach
Rom N. Parnichkun
Stefano Massaroli
Alessandro Moro
Jimmy T.H. Smith
Ramin Hasani
...
Hajime Asama
Stefano Ermon
Taiji Suzuki
Atsushi Yamashita
Michael Poli
28
4
0
10 May 2024
Rethinking Efficient and Effective Point-based Networks for Event Camera Classification and Regression: EventMamba
Rethinking Efficient and Effective Point-based Networks for Event Camera Classification and Regression: EventMamba
Hongwei Ren
Yue Zhou
Jiadong Zhu
Haotian Fu
Yulong Huang
Xiaopeng Lin
Yuetong Fang
Fei Ma
Hao Yu
Bo-Xun Cheng
Mamba
36
9
0
09 May 2024
Vision Mamba: A Comprehensive Survey and Taxonomy
Vision Mamba: A Comprehensive Survey and Taxonomy
Xiao Liu
Chenxu Zhang
Lei Zhang
Mamba
36
23
0
07 May 2024
Retinexmamba: Retinex-based Mamba for Low-light Image Enhancement
Retinexmamba: Retinex-based Mamba for Low-light Image Enhancement
Jiesong Bai
Yuhao Yin
Qiyuan He
Yuanxian Li
Xiaofeng Zhang
Mamba
25
4
0
06 May 2024
Matten: Video Generation with Mamba-Attention
Matten: Video Generation with Mamba-Attention
Yu Gao
Jiancheng Huang
Xiaopeng Sun
Zequn Jie
Yujie Zhong
Lin Ma
61
11
0
05 May 2024
From Generalization Analysis to Optimization Designs for State Space
  Models
From Generalization Analysis to Optimization Designs for State Space Models
Fusheng Liu
Qianxiao Li
19
6
0
04 May 2024
FER-YOLO-Mamba: Facial Expression Detection and Classification Based on
  Selective State Space
FER-YOLO-Mamba: Facial Expression Detection and Classification Based on Selective State Space
Hui Ma
Sen Lei
Turgay Celik
Heng-Chao Li
Mamba
24
10
0
03 May 2024
Visual Mamba: A Survey and New Outlooks
Visual Mamba: A Survey and New Outlooks
Rui Xu
Shu Yang
Yihui Wang
Yu Cai
Bo Du
Hao Chen
Mamba
35
21
0
29 Apr 2024
Mamba-360: Survey of State Space Models as Transformer Alternative for
  Long Sequence Modelling: Methods, Applications, and Challenges
Mamba-360: Survey of State Space Models as Transformer Alternative for Long Sequence Modelling: Methods, Applications, and Challenges
Badri N. Patro
Vijay Srinivas Agneeswaran
Mamba
24
37
0
24 Apr 2024
A Survey on Efficient Inference for Large Language Models
A Survey on Efficient Inference for Large Language Models
Zixuan Zhou
Xuefei Ning
Ke Hong
Tianyu Fu
Jiaming Xu
...
Shengen Yan
Guohao Dai
Xiao-Ping Zhang
Yuhan Dong
Yu-Xiang Wang
46
78
0
22 Apr 2024
Text-controlled Motion Mamba: Text-Instructed Temporal Grounding of
  Human Motion
Text-controlled Motion Mamba: Text-Instructed Temporal Grounding of Human Motion
Xinghan Wang
Zixi Kang
Yadong Mu
Mamba
28
6
0
17 Apr 2024
LongVQ: Long Sequence Modeling with Vector Quantization on Structured
  Memory
LongVQ: Long Sequence Modeling with Vector Quantization on Structured Memory
Zicheng Liu
Li Wang
Siyuan Li
Zedong Wang
Haitao Lin
Stan Z. Li
VLM
19
4
0
17 Apr 2024
HumMUSS: Human Motion Understanding using State Space Models
HumMUSS: Human Motion Understanding using State Space Models
Arnab Kumar Mondal
Stefano Alletto
Denis Tome
26
4
0
16 Apr 2024
State Space Model for New-Generation Network Alternative to
  Transformers: A Survey
State Space Model for New-Generation Network Alternative to Transformers: A Survey
Xiao Wang
Shiao Wang
Yuhe Ding
Yuehang Li
Wentao Wu
...
Bowei Jiang
Chenglong Li
Yaowei Wang
Yonghong Tian
Jin Tang
Mamba
31
48
0
15 Apr 2024
HGRN2: Gated Linear RNNs with State Expansion
HGRN2: Gated Linear RNNs with State Expansion
Zhen Qin
Songlin Yang
Weixuan Sun
Xuyang Shen
Dong Li
Weigao Sun
Yiran Zhong
LRM
34
45
0
11 Apr 2024
DGMamba: Domain Generalization via Generalized State Space Model
DGMamba: Domain Generalization via Generalized State Space Model
Shaocong Long
Qianyu Zhou
Xiangtai Li
Xuequan Lu
Chenhao Ying
Yuan Luo
Lizhuang Ma
Shuicheng Yan
47
9
0
11 Apr 2024
Eagle and Finch: RWKV with Matrix-Valued States and Dynamic Recurrence
Eagle and Finch: RWKV with Matrix-Valued States and Dynamic Recurrence
Bo Peng
Daniel Goldstein
Quentin G. Anthony
Alon Albalak
Eric Alcaide
...
Bingchen Zhao
Qihang Zhao
Peng Zhou
Jian Zhu
Ruijie Zhu
37
73
0
08 Apr 2024
VMambaMorph: a Multi-Modality Deformable Image Registration Framework
  based on Visual State Space Model with Cross-Scan Module
VMambaMorph: a Multi-Modality Deformable Image Registration Framework based on Visual State Space Model with Cross-Scan Module
Ziyang Wang
Jian-Qing Zheng
Chao Ma
Tao Guo
Mamba
37
3
0
07 Apr 2024
Diffusion-RWKV: Scaling RWKV-Like Architectures for Diffusion Models
Diffusion-RWKV: Scaling RWKV-Like Architectures for Diffusion Models
Zhengcong Fei
Mingyuan Fan
Changqian Yu
Debang Li
Junshi Huang
32
23
0
06 Apr 2024
RS-Mamba for Large Remote Sensing Image Dense Prediction
RS-Mamba for Large Remote Sensing Image Dense Prediction
Sijie Zhao
Hao Chen
Xue-liang Zhang
P. Xiao
Lei Bai
Wanli Ouyang
Mamba
29
38
0
03 Apr 2024
Decision Mamba: Reinforcement Learning via Sequence Modeling with
  Selective State Spaces
Decision Mamba: Reinforcement Learning via Sequence Modeling with Selective State Spaces
Toshihiro Ota
Mamba
31
16
0
29 Mar 2024
RankMamba: Benchmarking Mamba's Document Ranking Performance in the Era
  of Transformers
RankMamba: Benchmarking Mamba's Document Ranking Performance in the Era of Transformers
Zhichao Xu
19
12
0
27 Mar 2024
Heracles: A Hybrid SSM-Transformer Model for High-Resolution Image and
  Time-Series Analysis
Heracles: A Hybrid SSM-Transformer Model for High-Resolution Image and Time-Series Analysis
Badri N. Patro
Suhas Ranganath
Vinay P. Namboodiri
Vijay Srinivas Agneeswaran
43
2
0
26 Mar 2024
Serpent: Scalable and Efficient Image Restoration via Multi-scale Structured State Space Models
Serpent: Scalable and Efficient Image Restoration via Multi-scale Structured State Space Models
Mohammad Shahab Sepehri
Zalan Fabian
Mahdi Soltanolkotabi
23
5
0
26 Mar 2024
ReMamber: Referring Image Segmentation with Mamba Twister
ReMamber: Referring Image Segmentation with Mamba Twister
Yu-Hao Yang
Chaofan Ma
Jiangchao Yao
Zhun Zhong
Ya-Qin Zhang
Yanfeng Wang
Mamba
58
20
0
26 Mar 2024
State Space Models as Foundation Models: A Control Theoretic Overview
State Space Models as Foundation Models: A Control Theoretic Overview
Carmen Amo Alonso
Jerome Sieber
M. Zeilinger
AI4CE
Mamba
33
12
0
25 Mar 2024
VMRNN: Integrating Vision Mamba and LSTM for Efficient and Accurate
  Spatiotemporal Forecasting
VMRNN: Integrating Vision Mamba and LSTM for Efficient and Accurate Spatiotemporal Forecasting
Yujin Tang
Peijie Dong
Zhenheng Tang
Xiaowen Chu
Junwei Liang
Mamba
51
19
0
25 Mar 2024
Backpropagation through space, time, and the brain
Backpropagation through space, time, and the brain
B. Ellenberger
Paul Haider
Jakob Jordan
Kevin Max
Ismael Jaras
Laura Kriener
Federico Benitez
Mihai A. Petrovici
61
8
0
25 Mar 2024
Modeling Analog Dynamic Range Compressors using Deep Learning and
  State-space Models
Modeling Analog Dynamic Range Compressors using Deep Learning and State-space Models
Hanzhi Yin
Gang Cheng
Christian J. Steinmetz
Ruibin Yuan
Richard M. Stern
Roger B. Dannenberg
19
3
0
24 Mar 2024
ZigMa: A DiT-style Zigzag Mamba Diffusion Model
ZigMa: A DiT-style Zigzag Mamba Diffusion Model
Vincent Tao Hu
S. A. Baumann
Ming Gui
Olga Grebenkova
Pingchuan Ma
Johannes S. Fischer
Bjorn Ommer
30
42
0
20 Mar 2024
VL-Mamba: Exploring State Space Models for Multimodal Learning
VL-Mamba: Exploring State Space Models for Multimodal Learning
Yanyuan Qiao
Zheng Yu
Longteng Guo
Sihan Chen
Zijia Zhao
Mingzhen Sun
Qi Wu
Jing Liu
Mamba
32
61
0
20 Mar 2024
On the low-shot transferability of [V]-Mamba
On the low-shot transferability of [V]-Mamba
Diganta Misra
Jay Gala
Antonio Orvieto
Mamba
31
1
0
15 Mar 2024
EfficientVMamba: Atrous Selective Scan for Light Weight Visual Mamba
EfficientVMamba: Atrous Selective Scan for Light Weight Visual Mamba
Xiaohuan Pei
Tao Huang
Chang Xu
Mamba
24
87
0
15 Mar 2024
MambaTalk: Efficient Holistic Gesture Synthesis with Selective State Space Models
MambaTalk: Efficient Holistic Gesture Synthesis with Selective State Space Models
Zunnan Xu
Yukang Lin
Haonan Han
Sicheng Yang
Ronghui Li
Yachao Zhang
Xiu Li
Mamba
44
24
0
14 Mar 2024
LocalMamba: Visual State Space Model with Windowed Selective Scan
LocalMamba: Visual State Space Model with Windowed Selective Scan
Tao Huang
Xiaohuan Pei
Shan You
Fei-Yue Wang
Chao Qian
Chang Xu
Mamba
31
138
0
14 Mar 2024
Activating Wider Areas in Image Super-Resolution
Activating Wider Areas in Image Super-Resolution
Cheng Cheng
Hang Wang
Hongbin Sun
19
10
0
13 Mar 2024
Motion Mamba: Efficient and Long Sequence Motion Generation with
  Hierarchical and Bidirectional Selective SSM
Motion Mamba: Efficient and Long Sequence Motion Generation with Hierarchical and Bidirectional Selective SSM
Zeyu Zhang
Akide Liu
Ian Reid
Richard Hartley
Bohan Zhuang
Hao Tang
Mamba
31
60
0
12 Mar 2024
Point Mamba: A Novel Point Cloud Backbone Based on State Space Model
  with Octree-Based Ordering Strategy
Point Mamba: A Novel Point Cloud Backbone Based on State Space Model with Octree-Based Ordering Strategy
Jiuming Liu
Ruiji Yu
Yian Wang
Yu Zheng
Tianchen Deng
Weicai Ye
Hesheng Wang
29
42
0
11 Mar 2024
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