Title
Mixture of Sparse Attention: Content-Based Learnable Sparse Attention via Expert-Choice Routing Piotr Piekos Róbert Csordás Jürgen Schmidhuber MoE VLM 88 0 0 01 May 2025
Multilingual State Space Models for Structured Question Answering in Indic Languages A. Vats Rahul Raja Mrinal Mathur Vinija Jain Aman Chadha 65 1 0 01 Feb 2025
Context Clues: Evaluating Long Context Models for Clinical Prediction Tasks on EHRs Michael Wornow Suhana Bedi Miguel Angel Fuentes Hernandez E. Steinberg Jason Alan Fries Christopher Ré Sanmi Koyejo N. Shah 74 4 0 09 Dec 2024
FACTS: A Factored State-Space Framework For World Modelling Li Nanbo Firas Laakom Yucheng Xu Wenyi Wang Jürgen Schmidhuber AI4TS 29 0 0 28 Oct 2024
IRSRMamba: Infrared Image Super-Resolution via Mamba-based Wavelet Transform Feature Modulation Model Y. Huang Tomo Miyazaki Xiaofeng Liu S. Omachi Mamba 37 3 0 16 May 2024
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
FusionMamba: Efficient Image Fusion with State Space Model Siran Peng Xiangyu Zhu Haoyu Deng Zhen Lei Liang-Jian Deng Mamba 33 4 0 11 Apr 2024
RhythmMamba: Fast, Lightweight, and Accurate Remote Physiological Measurement Bochao Zou Zizheng Guo Xiaocheng Hu Huimin Ma Mamba 23 1 0 09 Apr 2024
Sigma: Siamese Mamba Network for Multi-Modal Semantic Segmentation Zifu Wan Yuhao Wang Silong Yong Pingping Zhang Simon Stepputtis Katia P. Sycara Yaqi Xie Mamba 37 11 0 05 Apr 2024
Locating and Editing Factual Associations in Mamba Arnab Sen Sharma David Atkinson David Bau KELM 64 16 0 04 Apr 2024
Samba: Semantic Segmentation of Remotely Sensed Images with State Space Model Qinfeng Zhu Yuanzhi Cai Yuan-Sheng Fang Yihan Yang Cheng Chen Lei Fan Anh Nguyen Mamba 29 54 0 02 Apr 2024
SpikeMba: Multi-Modal Spiking Saliency Mamba for Temporal Video Grounding Wenrui Li Xiaopeng Hong Ruiqin Xiong Xiaopeng Fan Mamba 36 17 0 01 Apr 2024
Decision Mamba: Reinforcement Learning via Sequence Modeling with Selective State Spaces Toshihiro Ota Mamba 23 16 0 29 Mar 2024
MambaMixer: Efficient Selective State Space Models with Dual Token and Channel Selection Ali Behrouz Michele Santacatterina Ramin Zabih 23 26 0 29 Mar 2024
Mechanistic Design and Scaling of Hybrid Architectures Michael Poli Armin W. Thomas Eric N. D. Nguyen Pragaash Ponnusamy Bjorn Deiseroth ... Brian Hie Stefano Ermon Christopher Ré Ce Zhang Stefano Massaroli MoE 49 19 0 26 Mar 2024
ReMamber: Referring Image Segmentation with Mamba Twister Yu-Hao Yang Chaofan Ma Jiangchao Yao Zhun Zhong Ya-Qin Zhang Yanfeng Wang Mamba 52 20 0 26 Mar 2024
State Space Models as Foundation Models: A Control Theoretic Overview Carmen Amo Alonso Jerome Sieber M. Zeilinger AI4CE Mamba 25 12 0 25 Mar 2024
VMRNN: Integrating Vision Mamba and LSTM for Efficient and Accurate Spatiotemporal Forecasting Yujin Tang Peijie Dong Zhenheng Tang Xiaowen Chu Junwei Liang Mamba 40 19 0 25 Mar 2024
SiMBA: Simplified Mamba-Based Architecture for Vision and Multivariate Time series Badri N. Patro Vijay Srinivas Agneeswaran Mamba 42 30 0 22 Mar 2024
VmambaIR: Visual State Space Model for Image Restoration Yuan Shi Bin Xia Xiaoyu Jin Xing Wang Tianyu Zhao Xin Xia Xuefeng Xiao Wenming Yang 28 51 0 18 Mar 2024
Understanding Robustness of Visual State Space Models for Image Classification Chengbin Du Yanxi Li Chang Xu Mamba 26 12 0 16 Mar 2024
Regularization-Based Efficient Continual Learning in Deep State-Space Models Yuanhang Zhang Zhidi Lin Yiyong Sun Feng Yin Carsten Fritsche CLL 22 2 0 15 Mar 2024
TimeMachine: A Time Series is Worth 4 Mambas for Long-term Forecasting Md. Atik Ahamed Qiang Cheng Mamba AI4TS 51 23 0 14 Mar 2024
VM-UNET-V2 Rethinking Vision Mamba UNet for Medical Image Segmentation Mingya Zhang Yue Yu Limei Gu Tingsheng Lin Xianping Tao Mamba 28 39 0 14 Mar 2024
Multichannel Long-Term Streaming Neural Speech Enhancement for Static and Moving Speakers Changsheng Quan Xiaofei Li 28 23 0 12 Mar 2024
LKM-UNet: Large Kernel Vision Mamba UNet for Medical Image Segmentation Jinhong Wang Jintai Chen D. Z. Chen Jian Wu Mamba 29 20 0 12 Mar 2024
Long-term Frame-Event Visual Tracking: Benchmark Dataset and Baseline Xiao Wang Ju Huang Shiao Wang Chuanming Tang Bowei Jiang Yonghong Tian Jin Tang Bin Luo 28 3 0 09 Mar 2024
ClinicalMamba: A Generative Clinical Language Model on Longitudinal Clinical Notes Zhichao Yang Avijit Mitra Sunjae Kwon Hong-ye Yu 28 18 0 09 Mar 2024
MambaIR: A Simple Baseline for Image Restoration with State-Space Model Hang Guo Jinmin Li Tao Dai Zhihao Ouyang Xudong Ren Shu-Tao Xia Mamba 42 196 0 23 Feb 2024
Pan-Mamba: Effective pan-sharpening with State Space Model Xuanhua He Ke Cao K. Yan Rui Li Chengjun Xie Jie Zhang Man Zhou Mamba 46 60 0 19 Feb 2024
PointMamba: A Simple State Space Model for Point Cloud Analysis Dingkang Liang Xin Zhou Wei Xu Xingkui Zhu Zhikang Zou Xiaoqing Ye Xinyu Wang Xiang Bai 77 87 0 16 Feb 2024
Hierarchical State Space Models for Continuous Sequence-to-Sequence Modeling Raunaq M. Bhirangi Chenyu Wang Venkatesh Pattabiraman Carmel Majidi Abhinav Gupta Tess Hellebrekers Lerrel Pinto 40 8 0 15 Feb 2024
Graph Mamba: Towards Learning on Graphs with State Space Models Ali Behrouz Farnoosh Hashemi AI4CE 81 57 0 13 Feb 2024
Mamba-ND: Selective State Space Modeling for Multi-Dimensional Data Shufan Li Harkanwar Singh Aditya Grover Mamba 66 56 0 08 Feb 2024
Scalable Diffusion Models with State Space Backbone Zhengcong Fei Mingyuan Fan Changqian Yu Junshi Huang 59 33 0 08 Feb 2024
VM-UNet: Vision Mamba UNet for Medical Image Segmentation Jiacheng Ruan Suncheng Xiang Mamba 59 241 0 04 Feb 2024
LOCOST: State-Space Models for Long Document Abstractive Summarization Florian Le Bronnec Song Duong Mathieu Ravaut Alexandre Allauzen Nancy F. Chen Vincent Guigue Alberto Lumbreras Laure Soulier Patrick Gallinari 24 6 0 31 Jan 2024
U-Mamba: Enhancing Long-range Dependency for Biomedical Image Segmentation Jun Ma Feifei Li Bo Wang Mamba 74 314 0 09 Jan 2024
Structural Information Guided Multimodal Pre-training for Vehicle-centric Perception Xiao Wang Wentao Wu Chenglong Li Zhicheng Zhao Zhe Chen Yukai Shi Jin Tang 27 4 0 15 Dec 2023
Resurrecting Recurrent Neural Networks for Long Sequences Antonio Orvieto Samuel L. Smith Albert Gu Anushan Fernando Çağlar Gülçehre Razvan Pascanu Soham De 83 258 0 11 Mar 2023
Structured State Space Models for In-Context Reinforcement Learning Chris Xiaoxuan Lu Yannick Schroecker Albert Gu Emilio Parisotto Jakob N. Foerster Satinder Singh Feryal M. P. Behbahani AI4TS 84 80 0 07 Mar 2023
TF-GridNet: Making Time-Frequency Domain Models Great Again for Monaural Speaker Separation Zhong-Qiu Wang Samuele Cornell Shukjae Choi Younglo Lee Byeonghak Kim Shinji Watanabe 40 95 0 08 Sep 2022
How to Train Your HiPPO: State Space Models with Generalized Orthogonal Basis Projections Albert Gu Isys Johnson Aman Timalsina Atri Rudra Christopher Ré Mamba 79 59 0 24 Jun 2022
Transforming Model Prediction for Tracking Christoph Mayer Martin Danelljan Goutam Bhat M. Paul D. Paudel F. I. F. Richard Yu Luc Van Gool 47 160 0 21 Mar 2022
Masked Autoencoders Are Scalable Vision Learners Kaiming He Xinlei Chen Saining Xie Yanghao Li Piotr Dollár Ross B. Girshick ViT TPM 255 7,337 0 11 Nov 2021
Combiner: Full Attention Transformer with Sparse Computation Cost Hongyu Ren H. Dai Zihang Dai Mengjiao Yang J. Leskovec Dale Schuurmans Bo Dai 73 66 0 12 Jul 2021
TransReID: Transformer-based Object Re-Identification Shuting He Haowen Luo Pichao Wang F. Wang Hao Li Wei Jiang ViT 202 769 0 08 Feb 2021
Orientation-aware Vehicle Re-identification with Semantics-guided Part Attention Network Tsai-Shien Chen Chih-Ting Liu Chih-Wei Wu Shao-Yi Chien 3DPC 156 81 0 26 Aug 2020
Identity-Guided Human Semantic Parsing for Person Re-Identification Kuan Zhu Haiyun Guo Zhiwei Liu Ming Tang Jinqiao Wang 181 277 0 27 Jul 2020