Mamba-Based Models

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7 papers in the last four weeks, against 1 the four weeks before. 0.1% of all new papers.

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  1. DR-net-Mamba: Selective State-Space Modeling for Long-Range ECG Time-Series Denoising

    Sep 28, 2026Basile Morel, Samuel Ruiperez-Campillo, Andreas P. Streich +2Mamba-Based ModelsMamba

    Department of Computer Science at ETH Zurich, Universitätstrasse 6, 8092 Zürich, Switzerland

  2. BiMamba2 Masked Discrete-Unit Prediction for Multilingual Speech Representation for Unsupervised Speech in the Wild Challenge

    Sep 23, 2026Prakriti Subedi, Howard Prioleau, Saurav K AryalMamba-Based ModelsEncoders

    Howard University, Washington D.C., USA

  3. Token Clustering and Semantic Sequence Mamba for Hyperspectral Image Classification

    Sep 23, 2026Yimin Zhu, Mahmood Elahi, Lincoln Linlin XuHyperspectral ImageMamba-Based Models

    Department of Geomatics Engineering, University of Calgary, Canada · Department of Electrical and Software Engineering, University of Calgary, Canada

  4. CMAMBADEPTH: Self-supervised Monocular Depth Estimation with Channel Mamba and Hybrid Attention

    Sep 21, 2026Xuezhi Xiang, Jiayao Liu, Heqi Xiang +3Monocular Depth EstimationDepth Estimation

    School of Information and Communication Engineering, Harbin Engineering University, Harbin 150001, China · Key Laboratory of Advanced Marine Communication and Information Technology, Harbin 150001, China · Department of Computer Science, University of Toronto, Toronto ON M5S 2E4, Canada +1

  5. LiAuto-MindViT: A Hybrid Vision Backbone with Adaptive Bidirectional Mamba

    Sep 21, 2026Lifu Mu, Shuai Chen, Wen Zheng +7Self-Supervised Vision TransformersMamba-Based Models

    Li Auto Inc. · University of Science and Technology of China

  6. G-Mamba: Sparse Graph-Guided Mamba for Audio-Visual Speech Enhancement

    Sep 16, 2026Guo-Ruei Tseng, Hung-Shin Lee, Hsin-Min Wang +1Speech EnhancementMamba-Based Models

    Dept. of Computer Science and Information Engineering, National Taiwan Normal University, Taiwan · Grad. Inst. of AI Interdisciplinary Applied Technology, National Taiwan Normal University, Taiwan · Inst. of Information Science, Academia Sinica, Taiwan

  7. An Ultra-Widefield Swept-Source OCTA Dataset and a Polar-Gated Mamba Network for Retinal Vessel Segmentation

    Sep 14, 2026Yang Liu, Yibing Shen, Keming Zhao +12Vessel SegmentationCoronary Angiography

    Tsinghua Shenzhen International Graduate School, Shenzhen 518109, China · Tsinghua University, Beijing, China · Medical Artificial Intelligence Lab, The First Hospital of Hebei Medical University, Hebei Medical University, Shijiazhuang 050000, China +2

  8. RT-SEMamba: Real-Time Speech Enhancement Mamba via Progressive Knowledge Distillation

    Aug 12, 2026Rong Chao, Sung-Feng Huang, Moreno La Quatra +4Speech EnhancementMamba-Based Models

    Academia Sinica, Taiwan · National Taiwan University, Taiwan · NVIDIA +2

  9. USP-Mamba: Unmixing-Derived Spectral and Structural Prompting for Hyperspectral Image Super-Resolution

    Aug 3, 2026Shi Chen, Jie Zhang, Yicong ZhouHyperspectral Image Super-ResolutionHyperspectral Image

    Department of Computer Science, University of Macau, Macau, China

  10. MSCM-net: A hyperspectral image classiffcation method based on multi-scale convolution and Mamba

    Jul 30, 2026Jianjun Chen, Linlin Wang, Lifang Chang +4Multi-Scale ConvolutionHyperspectral Image

    Qingdao University of Technology, Qingdao, 266520, China · Nanyang Technological University, Singapore, 639798, Singapore

  11. SPFM-Net: Semantic-Prior-Guided Frequency-Constrained Mamba for Invisible Watermark Attack

    Jul 30, 2026Chunpeng Wang, Yanan Shi, Zhiqiu Xia +3WatermarksWatermarking

    Qilu University of Technology (Shandong Academy of Sciences) · Dalian Maritime University · Dalian Polytechnic University

  12. LCMamNet: A Lightweight Cross-scale Mamba Network for Infrared Small Target Detection

    Jul 27, 2026Yuhao Fan, Le Hui, Yuchao DaiInfrared Small Target DetectionInfrared

    School of Electronics and Information, Northwestern Polytechnical University, Xi’an 710072, China

  13. Direction-adaptive Mamba: Spatial-Frequency Dual-Domain Collaborative Learning for PolSAR Image Classification

    Jul 26, 2026Junfei Shi, Yu Cheng, Haojia Zhang +3Mamba-Based ModelsTwo-Level Spatial-Frequency Fusion Strategy

  14. Disentangling Multi-View Scanning in Mamba for Network Traffic Anomaly Detection

    Jul 24, 2026Xinglin Lian, Chengtai Cao, Ting Zhong +1Mamba-Based ModelsMamba

    University of Electronic Science and Technology of China · Chengdu, Sichuan, China · City University of Hong Kong +1

  15. DAMamba-UNet3D: A Parameter-Efficient Mamba State Space U-Net with Dynamic Adaptive Scan for 3D Medical Image Segmentation

    Jul 21, 2026Mohammad Arafat Hussain, Ellen Grant, Yangming Ou3D Medical Image SegmentationU-Net

    Boston Children’s Hospital, Harvard Medical School

  16. Norm or Direction? Decoding Vision Mambas for High-Resolution Vision

    Jul 21, 2026Jin Yu, Juyoun ParkMamba-Based ModelsVision State Space Models

    Center for Humanoid Research Korea Institute of Science and Technology

  17. VideoSEMA: a scalable and efficient Mamba-like attention for video understanding

    Jul 16, 2026Nhat Thanh Tran, Fanghui Xue andShuai Zhang, Jiancheng Lyu +3Fine-Grained Video UnderstandingSpatio-Temporal Attention

    Department of Mathematics University of California, Irvine Irvine, USA · Qualcomm AI Research San Diego, USA

  18. MambaPSA: A Mamba-based Replacement for C2PSA in YOLO26

    Jul 14, 2026Sheng-Wei Chan, Chia-Min Lin, Hsin-Jui Pan +4Yolo26Mamba-Based Models

    Department of Electrical and Computer Engineering, Tamkang University, New Taipei City, Taiwan

  19. Vision Non-Causal Trapezoidal Mamba: Eliminating Directional Scanning in Vision SSMs with Second-Order Dynamics

    Jul 3, 2026Anvitha Ramachandran, Dhruv Parikh, Haoyang Fan +2Vision State Space ModelsSelf-Supervised Vision Transformers

    University of Southern California · DEVCOM Army Research Office

  20. DistillH-Mamba: A Hypergraph-Mamba-Based Knowledge Distillation Model for Efficient Impact Fall Detection

    Jul 3, 2026Tresor Y. Koffi, Youssef Mourchid, Mohammed Hindawi +1Robust Fall DetectionMamba-Based Models

    CESI, CESI LINEACT, Dijon, France · CESI, CESI LINEACT, Lyon, France · CESI, CESI LINEACT, Paris, France

  21. From Monolingual to Multilingual: Evaluating Mamba for ASR in South African Languages

    Jul 1, 2026Jesujoba O. Alabi, Julian Herreilers, Badr M. Abdullah +1Multilingual Automatic Speech RecognitionAutomatic Speech Recognition

    Saarland University, Germany · Saigen, South Africa

  22. SAMBA: A Scatter-Guided Masked Bidirectional Mamba Foundation Model for SAR Target Recognition

    Jun 30, 2026Ke Wang, Xiaoyi Pan, Zhaoyu Gu +43D Masked AutoencodersMamba-Based Models

    College of Electronic Science and Technology, National University of Defense Technology, Changsha 410073, China

  23. Improving Patient Subtyping on Longitudinal Data using Representations from Mamba-based Architecture

    Jun 26, 2026Md Mozaharul Mottalib, Rahmatollah BeheshtiElectronic Health RecordsMamba-Based Models

    University of Delaware, Newark, Delaware, USA

  24. MambaADv2: Evolving Duality-enhanced State Space Model for Unsupervised Anomaly Detection

    Jun 22, 2026Xiaobin Hu, Haoyang He, Bo Yin +5Graph Anomaly DetectionMamba-Based Models

    Zhejiang University, Hangzhou, China · School of Computing, National University of Singapore, Singapore · College of Computing and Data Science, Nanyang Technological University, Singapore +1

  25. Learning Adaptive Dynamical Features via Multi-ττ Liquid-Mamba for All-in-one Image Restoration

    Jun 22, 2026Hu Gao, Changshuo Wang, Yulong Chen +1Image RestorationMamba-Based Models

    Department of Computer Science, Shanghai Jiao Tong University, Shanghai 200240, China · Department of Architecture and Design, Harbin Institute of Technology, Heilongjiang, China

  26. U2^2Mamba: A Two-level Nested U-structure Mamba for Salient Object Detection

    Jun 18, 2026Junhui Li, Jialu Li, Youshan ZhangRgb-Thermal Object DetectionMamba-Based Models

    School of Electronics and Information Engineering, University of Science and Technology Liaoning, China · School of Artificial Intelligence, Chuzhou University, Anhui, China · MS in Artificial Intelligence, Yeshiva University, New York, USA

  27. An approach with Visual and Tabular Mamba to multimodal medical data using Mixed Fusion

    Jun 17, 2026Matheus B. Rocha, Gustavo B. Dettogni, Renato A. KrohlingMultimodal Clinical DataCancer Detection

    Labcin - Nature Inspired Computing Lab, Federal University of Espírito Santo, Vitória, Brazil · PPGI - Graduate Program in Computer Science, Federal University of Espírito Santo, Vitória, Brazil

  28. MIDS: Detecting Stealthy Masquerade and Tampering Attacks on CAN Bus via Bidirectional Mamba

    Jun 17, 2026Qiqi Liu, Runhan Song, Lei Cui +3Intrusion DetectionMamba-Based Models

    Institute of Information Engineering, Chinese Academy of Sciences, Beijing 100093, China · School of Cyber Security, University of Chinese Academy of Sciences, Beijing 100049, China · Zhongguancun Laboratory, Beijing, China

  29. Quantum Enchanced Multi-Scale CNN with Bi-directional Mamba for Crop Field Analysis

    Jun 15, 2026Mohammad Salman Khan, Ehsan Atoofian, Saad B. AhmedHyperspectral ImageMulti-Scale Convolution

    Department of Computer Science · Lakehead University · Thunder Bay, ON P7B5E1, Canada +1

  30. Structure-aware Knowledge-guided Heterogeneous Mamba for Zygomaticomaxillary Suture Assessment

    Jun 15, 2026Xiaoqi Guo, Birui Chen, Xinquan Yang +8Occlusal ConstraintMorphometric Analysis

    College of Computer Science and Software Engineering, Shenzhen University, Shenzhen, China · School of Artificial Intelligence, Shenzhen University, Shenzhen, China · Affiliated Stomatology Hospital of Kunming Medical University, Kunming, China +1

  31. MambAdapter: Lightweight Mamba-Based Adapters for Parameter-Efficient Transfer Learning in Speech and Audio

    Jun 14, 2026Salman Hussain Ali, Umberto Cappellazzo, Mirco RavanelliMamba-Based ModelsTransfer Learning

    1Universit´e de Montr´eal, Canada · 2Imperial College London, UK · 3Concordia University, Canada +1

  32. Mamba-Assisted Non-Markovian Closure for Reduced-Order Modeling

    Jun 3, 2026Zhi-Feng Wei, Saad Qadeer, Panos StinisReduced-Order ModelsState Space Models

    Advanced Computing, Mathematics, and Data Division, Pacific Northwest National Laboratory, Richland, WA 99354, USA · Department of Applied Mathematics, University of Washington, Seattle, WA 98195, USA · Division of Applied Mathematics, Brown University, Providence, RI 02912, USA

  33. Coarse-to-fine Hierarchical Architecture with Sequential Mamba for Brain Reconstruction

    Jun 3, 2026Hoang-Son Vo, Van-Hung Bui, Minh-Huy Mai-Duc +2Functional Magnetic Resonance ImagingHuman Visual Cortex

    Chonnam National University, Gwangju, Republic of Korea · Vietnam National University - Ho Chi Minh City, University of Science, Vietnam · Institute for Cybersecurity and Digital Technologies, Russia

  34. ForestMamba: Sparse Mamba with Geometry-guided Queries for 3D Forest Point Cloud Segmentation

    Jun 1, 2026Trung Thanh Nguyen, Tuan-Anh Vu, Duc Viet Le +4ForestsMamba-Based Models

    Nagoya University Nagoya, Aichi, Japan · RIKEN Seika, Kyoto, Japan · University of California, Los Angeles CA, USA +3

  35. BiSegMamba: Efficient Bidirectional Tri-Oriented Mamba for 3D Medical Image Segmentation

    May 29, 2026Bakht Zada, Chao Tong, Qile Su +13D Medical Image SegmentationMamba-Based Models

    School of Computer Science and Engineering, Beihang University. State Key Laboratory of Virtual Reality Technology and Systems, Beihang University

  36. NL-MambaXCT: Self-Supervised Nested-Learning Mamba for Nomex Honeycomb X-ray CT Defect Classification

    May 25, 2026Ghaleb Aldoboni, Lobna Nassar, Fakhri Karray +1Defect DetectionCone-Beam Computed Tomography

    Department of Computer Science and Engineering, American University of Ras Al Khaimah (AURAK), Ras Al Khaimah, United Arab Emirates · Department of Machine Learning, Mohamed bin Zayed University of Artificial Intelligence (MBZUAI), Abu Dhabi, United Arab Emirates · Centre for Pattern Analysis and Machine Intelligence, Department of Electrical and Computer Engineering, University of Waterloo, Waterloo, Ontario, N2L 3G1, Canada +1

  37. Graph Mamba Survival Analysis Based on Topology-Aware ordering

    May 23, 2026Yuanfang Chen, Peiqiang Yan, Yuntao Shou +2Mamba-Based ModelsComputational Pathology

    School of Mathematics and Statistics, Xi’an Jiaotong University, West China Science and Technology Innovation Harbor, Xi’an, 710049, Shaanxi Province, China · School of Computer Science and Technology, Xi’an Jiaotong University, West China Science and Technology Innovation Harbor, Xi’an, 710049, Shaanxi Province, China

  38. Cross-Modal Action Recognition in Egocentric Video Using Mamba: Integrating RGB and Hand Skeleton Streams via CLS Token Fusion Strategies

    May 23, 2026Juan Ignacio Bustos Gorostegui, Maria Elena BuemiOpen-Vocabulary Action Recognition3D Hand

    Univ. of Buenos Aires. Faculty of Exact and Natural Sciences. Dept. of Computer Science (DC). · CONICET-Univ. of Buenos Aires. Institute of Computer Sciences (ICC). Argentina.

  39. MambaGaze: Bidirectional Mamba with Explicit Missing Data Modeling for Cognitive Load Assessment from Eye-Gaze Tracking Data

    May 21, 2026Amir Mousavi, Mohammad Sadegh Sirjani, Erfan Nourbakhsh +5Eye TrackingCognitive Load

    Department of Computer Science, College of AI, Cyber and Computing, The University of Texas at San Antonio · Department of Neuroscience, Developmental and Regenerative Biology, College of Sciences, The University of Texas at San Antonio · Department of Educational Psychology, College of Education and Human Development, The University of Texas at San Antonio

  40. CLSP-REQA: A Real-Time Quality-Aware Closed-Loop Seizure Prediction Framework with Mamba-BiLSTM and Confidence-Gated Intervention

    May 21, 2026Mufeng Chen, Qi Wu, Bingchao Huang +4Seizure DetectionElectroencephalography

    Department of Engineering Science, University of Oxford, Oxford OX1 3PJ, United Kingdom · Mathematical Institute, University of Oxford, Oxford OX2 6GG, United Kingdom · School of Computer Science and Engineering, Beihang University, Beijing 100191, China +4

  41. GALAR-TemporalNet v2: Anatomy-Guided Dual-Branch Temporal Classification with Bidirectional Mamba and Dual-Graph GCN for Video Capsule Endoscopy -- after competition results

    May 21, 2026Jiye Won, Seangmin Lee, Soon Ki JungColonoscopyDual-Branch Temporal Modeling

    Kyungpook National University · School of Computer Science and Engineering, Kyungpook National University, Daegu, Republic of Korea

  42. HexagonalWarriorMamba: Superior Threshold-Dependent Multi-label Classification of 12-Lead ECG Cardiac Abnormalities

    May 18, 2026Huawei Jiang, Husna Mutahira, Shibo Wei +6Electrocardiogram ClassificationAdult-To-Pediatric Electrocardiogram Transfer

    Sungkyunkwan University, Department of Computer Science and Engineering, Suwon, 16419, South Korea · Sogang University, Department of Computer Science and Engineering, Seoul, 04104, South Korea · Gwangju Institute of Science and Technology, Department of Biomedical Science and Engineering, Gwangju, 61005, South Korea +4

  43. MHMamba: Multi-Head Mamba for 3D Brain Tumor Segmentation

    May 15, 2026Hanjun Tao, Hua Wang, Fan ZhangBrain Tumor SegmentationMagnetic Resonance Imaging

    Shandong Technology and Business University, China · Ludong University, China

  44. Hybrid Quantum-MambaVision: A Quantum-enhanced State Space Model for Calibrated Mixed-type Wafer Defect Detection

    May 13, 2026Satwik Sai Prakash Sahoo, Jyoti Prakash Sahoo, Ting Wang +1Hybrid Quantum-Classical PipelineDefect Detection

    Odisha University of Technology and Research, Bhubaneswar, India · National Taiwan University of Science and Technology, Taipei, Taiwan · East China Normal University, Shanghai, China +1

  45. STAR: Semantic-Temporal Adaptive Representation Learning for Few-Shot Action Recognition

    May 13, 2026Hongli Liu, Yu Wang, Shengjie ZhaoOpen-Vocabulary Action RecognitionPhotometric Supervision

    School of Computer Science and Technology, Tongji University, Shanghai, China · Engineering Research Center of Key Software Technologies for Smart City Perception and Planning, Ministry of Education

  46. MambaPanoptic: A Vision Mamba-based Structured State Space Framework for Panoptic Segmentation

    May 12, 2026Qing Cheng, Damiano Bertolini, Wei Zhang +3Panoptic SegmentationFeature Pyramid

    Technical University of Munich · Munich Center for Machine Learning (MCML) · Polytechnic University of Milan +3

  47. Deep Probabilistic Unfolding for Quantized Compressive Sensing

    May 12, 2026Gang Qu, Ping Wang, Siming Zheng +1Deep Unfolding NetworksMamba-Based Models

    Westlake University, School of Engineering, Hangzhou, Zhejiang, China · Vivo Mobile Communication Co., Ltd., Hangzhou, Zhejiang, China.

  48. USEMA: a Scalable Efficient Mamba Like Attention for Medical Image Segmentation

    May 11, 2026Elisha Dayag, Nhat Thanh Tran, Jack XinSemi-Supervised Medical Image SegmentationU-Net

    University of California Irvine, Irvine CA 92697

  49. Scalable Mamba-Based Message-Passing Neural Decoder for Error-Correcting Codes

    May 11, 2026Rostislav Gusev, Nikita Aleksandrov, Artem Solomkin +1Mamba-Based ModelsQuantum Error Correction

    Skolkovo Institute of Science and Technology, Moscow, Russia

  50. MambaNetBurst: Direct Byte-level Network Traffic Classification without Tokenization or Pretraining

    May 11, 2026Gayan K. Kulatilleke, Siamak Layeghy, Mahsa Baktashmotlagh +1Mamba-Based ModelsMalware

    University of Queensland, Brisbane, Australia

  51. GEM: Generating LiDAR World Model via Deformable Mamba

    May 8, 2026Yang Wu, Zhaojiang Liu, Qiang Meng +5LidarLatent World Models

    SJTU · FDU · NTU +1

  52. A Novel Graph-Regulated Disentangling Mamba Model with Sparse Tokens for Enhanced Tree Species Classification from MODIS Time Series

    May 7, 2026Motasem Alkayid, Zhengsen Xu, Saeid Taleghanidoozdoozan +7Species IdentificationTime-Series Classification

    Department of Geomatics Engineering, University of Calgary, Canada

  53. A Simple State Space Model Excels at Multivariate Time Series Classification

    May 7, 2026Hassan Saadatmand, Geoffrey I. Webb, Hamid Rezatofighi +1Time-Series ClassificationState Space Models

    Monash University, Melbourne, Victoria, Australia

  54. SAMIC: A Lightweight Semantic-Aware Mamba for Efficient Perceptual Image Compression

    May 6, 2026Jiaqian Zhang, Hao Wei, Chenyang Ge +1Learned Image CompressionMamba-Based Models

    State Key Laboratory of Human-Machine Hybrid Augmented Intelligence, Institute of Artificial Intelligence and Robotics, Xi’an Jiaotong University, Xi’an, China · School of Information and Communication Engineering, Xi’an Jiaotong University, Xi’an, China

  55. Rhamba: Region-Aware Hybrid Attention-Mamba Framework for Self-Supervised Learning in Resting-State fMRI

    May 2, 2026Ruthwik Reddy Doodipala, Pankaj Pandey, Pratheek Eranki +3Functional Magnetic Resonance ImagingMamba-Based Models

    1St. Jude Children’s Research Hospital · 2The University of Memphis

  56. PPG-Based Affect Recognition with Long-Range Deep Models: A Measurement-Driven Comparison of CNN, Transformer, and Mamba Architectures

    Apr 28, 2026Karim Alghoul, Hussein Al Osman, Abdulmotaleb El SaddikAffective ComputingConvolutional Neural Networks

    School of Electrical Engineering and Computer Science University of Ottawa Ottawa, Canada

  57. Density Field State Space Models: 1-Bit Distillation, Efficient Inference, and Knowledge Organization in Mamba-2

    Apr 28, 2026Chirag ShindeMamba-Based ModelsEfficient Inference

    Independent Researcher

  58. MambaCSP: Hybrid-Attention State Space Models for Hardware-Efficient Channel State Prediction

    Apr 23, 2026Aladin Djuhera, Haris Gacanin, Holger BocheState Space ModelsMamba-Based Models

    Technical University Munich, Germany · RWTH Aachen University, Germany

  59. ConvVitMamba: Efficient Multiscale Convolution, Transformer, and Mamba-Based Sequence modelling for Hyperspectral Image Classification

    Apr 20, 2026Mohammed Q. AlkhatibHyperspectral ImageMulti-Scale Convolution

    College of Engineering and IT, University of Dubai, Dubai 14143, United Arab Emirates

  60. GAMMA-Net: Adaptive Long-Horizon Traffic Spatio-Temporal Forecasting Model based on Interleaved Graph Attention and Multi-Axis Mamba

    Apr 18, 2026Dongyi He, Yuanquan Gao, Bin Jiang +1Accurate Traffic ForecastingTemporal Graph Neural Networks

    School of Artificial Intelligence, Chongqing University of Technology, Chongqing, 400054, China