Title
Mixture of Sparse Attention: Content-Based Learnable Sparse Attention via Expert-Choice Routing Piotr Piekos Róbert Csordás Jürgen Schmidhuber MoE VLM 218 2 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 130 1 0 01 Feb 2025
VMamba: Visual State Space Model Yue Liu Yunjie Tian Yuzhong Zhao Hongtian Yu Lingxi Xie Yaowei Wang Qixiang Ye Jianbin Jiao Yunfan Liu Mamba 266 688 0 31 Dec 2024
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 164 5 0 09 Dec 2024
FACTS: A Factored State-Space Framework For World Modelling Li Nanbo Firas Laakom Yucheng Xu Wenyi Wang Jürgen Schmidhuber AI4TS 490 1 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 90 4 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 83 10 0 09 May 2024
Variational quantization for state space models Etienne David Jean Bellot Sylvain Le Corff AI4TS BDL 56 1 0 17 Apr 2024
DGMamba: Domain Generalization via Generalized State Space Model Shaocong Long Qianyu Zhou Hefei Ling Xuequan Lu Chenhao Ying Yuan Luo Lizhuang Ma Shuicheng Yan 94 10 0 11 Apr 2024
ViM-UNet: Vision Mamba for Biomedical Segmentation Anwai Archit Constantin Pape Mamba 66 10 0 11 Apr 2024
Simba: Mamba augmented U-ShiftGCN for Skeletal Action Recognition in Videos S. Chaudhuri Saumik Bhattacharya Mamba 59 9 0 11 Apr 2024
MambaAD: Exploring State Space Models for Multi-class Unsupervised Anomaly Detection Haoyang He Yuhu Bai Jiangning Zhang Qingdong He Hongxu Chen Zhenye Gan Chengjie Wang Xiangtai Li Guanzhong Tian Lei Xie Mamba 116 41 0 09 Apr 2024
RS-Mamba for Large Remote Sensing Image Dense Prediction Sijie Zhao Hao Chen Xue-liang Zhang Pengfeng Xiao Lei Bai Wanli Ouyang Mamba 69 90 0 03 Apr 2024
RS3Mamba: Visual State Space Model for Remote Sensing Images Semantic Segmentation Xianping Ma Xiaokang Zhang Man-On Pun Mamba 82 55 0 03 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 79 61 0 02 Apr 2024
UltraLight VM-UNet: Parallel Vision Mamba Significantly Reduces Parameters for Skin Lesion Segmentation Renkai Wu Yinghao Liu Pengchen Liang Qing Chang Mamba 55 47 0 29 Mar 2024
MambaMixer: Efficient Selective State Space Models with Dual Token and Channel Selection Ali Behrouz Michele Santacatterina Ramin Zabih 79 32 0 29 Mar 2024
Serpent: Scalable and Efficient Image Restoration via Multi-scale Structured State Space Models Mohammad Shahab Sepehri Zalan Fabian Mahdi Soltanolkotabi 74 5 0 26 Mar 2024
ReMamber: Referring Image Segmentation with Mamba Twister Yu-Hao Yang Chaofan Ma Jiangchao Yao Zhun Zhong Ya Zhang Yanfeng Wang Mamba 102 22 0 26 Mar 2024
PlainMamba: Improving Non-Hierarchical Mamba in Visual Recognition Chenhongyi Yang Zehui Chen Miguel Espinosa Linus Ericsson Zhenyu Wang Jiaming Liu Elliot J. Crowley Mamba 75 95 0 26 Mar 2024
Integrating Mamba Sequence Model and Hierarchical Upsampling Network for Accurate Semantic Segmentation of Multiple Sclerosis Legion Kazi Shahriar Sanjid Md. Tanzim Hossain Md. Shakib Shahariar Junayed M. M. Uddin Mamba 78 8 0 26 Mar 2024
Proprioception Is All You Need: Terrain Classification for Boreal Forests D. LaRocque William Guimont-Martin David-Alexandre Duclos Philippe Giguère Franccois Pomerleau 77 3 0 25 Mar 2024
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 41 6 0 24 Mar 2024
Cobra: Extending Mamba to Multi-Modal Large Language Model for Efficient Inference Han Zhao Min Zhang Wei Zhao Pengxiang Ding Siteng Huang Donglin Wang Mamba 96 74 0 21 Mar 2024
STG-Mamba: Spatial-Temporal Graph Learning via Selective State Space Model Lincan Li Hanchen Wang Wenjie Zhang A. Coster Mamba 61 14 0 19 Mar 2024
TimeMachine: A Time Series is Worth 4 Mambas for Long-term Forecasting Md Atik Ahamed Qiang Cheng Mamba AI4TS 88 51 0 14 Mar 2024
Video Mamba Suite: State Space Model as a Versatile Alternative for Video Understanding Guo Chen Yifei Huang Jilan Xu Baoqi Pei Zhe Chen Zhiqi Li Jiahao Wang Kunchang Li Tong Lu Limin Wang Mamba 95 76 0 14 Mar 2024
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 97 25 0 14 Mar 2024
LocalMamba: Visual State Space Model with Windowed Selective Scan Tao Huang Xiaohuan Pei Shan You Fei Wang Chao Qian Chang Xu Mamba 81 149 0 14 Mar 2024
A multi-cohort study on prediction of acute brain dysfunction states using selective state space models Brandon Silva Miguel Contreras Sabyasachi Bandyopadhyay Yuanfang Ren Ziyuan Guan ... Kia Khezeli T. Ozrazgat-Baslanti B. Shickel A. Bihorac Parisa Rashidi 28 1 0 11 Mar 2024
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 85 47 0 11 Mar 2024
Long-term Frame-Event Visual Tracking: Benchmark Dataset and Baseline Tianlin Li Ju Huang Shiao Wang Chuanming Tang Bowei Jiang Yonghong Tian Jin Tang Bin Luo 78 9 0 09 Mar 2024
LightM-UNet: Mamba Assists in Lightweight UNet for Medical Image Segmentation Weibin Liao Yinghao Zhu Xinyuan Wang Cehngwei Pan Yasha Wang Liantao Ma Mamba 70 68 0 08 Mar 2024
Caduceus: Bi-Directional Equivariant Long-Range DNA Sequence Modeling Yair Schiff Chia-Hsiang Kao Aaron Gokaslan Tri Dao Albert Gu Volodymyr Kuleshov Mamba 59 94 0 05 Mar 2024
Vision-RWKV: Efficient and Scalable Visual Perception with RWKV-Like Architectures Yuchen Duan Weiyun Wang Zhe Chen Xizhou Zhu Lewei Lu Tong Lu Yu Qiao Hongsheng Li Jifeng Dai Wenhai Wang ViT 70 47 0 04 Mar 2024
Point Cloud Mamba: Point Cloud Learning via State Space Model Tao Zhang Xiangtai Li Haobo Yuan Shunping Ji Shuicheng Yan 82 20 0 01 Mar 2024
Theoretical Foundations of Deep Selective State-Space Models Nicola Muca Cirone Antonio Orvieto Benjamin Walker C. Salvi Terry Lyons Mamba 189 31 0 29 Feb 2024
MambaMIR: An Arbitrary-Masked Mamba for Joint Medical Image Reconstruction and Uncertainty Estimation Jiahao Huang Liutao Yang Fanwen Wang Yang Nan Angelica I. Aviles-Rivero Carola-Bibiane Schönlieb Daoqiang Zhang Guang Yang Mamba 42 14 0 28 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 140 100 0 16 Feb 2024
P-Mamba: Marrying Perona Malik Diffusion with Mamba for Efficient Pediatric Echocardiographic Left Ventricular Segmentation Zi Ye Tianxiang Chen Fangyijie Wang Hanwei Zhang Lijun Zhang Mamba 109 21 0 13 Feb 2024
Can Mamba Learn How to Learn? A Comparative Study on In-Context Learning Tasks Jongho Park Jaeseung Park Zheyang Xiong Nayoung Lee Jaewoong Cho Samet Oymak Kangwook Lee Dimitris Papailiopoulos 85 73 0 06 Feb 2024
Parameter-Efficient Fine-Tuning for Pre-Trained Vision Models: A Survey Yi Xin Jianjiang Yang Haodi Zhou Junlong Du Junlong Du Yue Fan Qing Li Qing Li Yuntao Du VLM 101 81 0 03 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 87 10 0 31 Jan 2024
Mixtral of Experts Albert Q. Jiang Alexandre Sablayrolles Antoine Roux A. Mensch Blanche Savary ... Théophile Gervet Thibaut Lavril Thomas Wang Timothée Lacroix William El Sayed MoE LLMAG 151 1,085 0 08 Jan 2024
MoE-Mamba: Efficient Selective State Space Models with Mixture of Experts Maciej Pióro Kamil Ciebiera Krystian Król Jan Ludziejewski Michał Krutul Jakub Krajewski Szymon Antoniak Piotr Miłoś Marek Cygan Sebastian Jaszczur MoE Mamba 44 55 0 08 Jan 2024
Pedestrian Attribute Recognition via CLIP based Prompt Vision-Language Fusion Tianlin Li Jiandong Jin Chenglong Li Jin Tang Cheng Zhang Wei Wang VLM 60 16 0 17 Dec 2023
Recurrent Distance Filtering for Graph Representation Learning Yuhui Ding Antonio Orvieto Bobby He Thomas Hofmann GNN 77 7 0 03 Dec 2023
Convolutional State Space Models for Long-Range Spatiotemporal Modeling Jimmy T.H. Smith Shalini De Mello Jan Kautz Scott W. Linderman Wonmin Byeon 42 16 0 30 Oct 2023
Laughing Hyena Distillery: Extracting Compact Recurrences From Convolutions Stefano Massaroli Michael Poli Daniel Y. Fu Hermann Kumbong Rom N. Parnichkun ... Atri Rudra Ce Zhang Christopher Ré Stefano Ermon Yoshua Bengio 63 22 0 28 Oct 2023
Never Train from Scratch: Fair Comparison of Long-Sequence Models Requires Data-Driven Priors Ido Amos Jonathan Berant Ankit Gupta 59 28 0 04 Oct 2023