Mamba

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Overview

Mamba studies sequence models that update a compact recurrent state selectively, aiming to capture long-range context with less memory and computation than attention. Work explores bidirectional and Mamba-attention hybrids, scan orders and state-space variants, as well as combinations with convolutional networks for images, audio, language, and time series. These approaches are evaluated on settings such as long-context language tasks, speech recognition, time-series benchmarks, and medical-image segmentation. A central tension is whether efficient state propagation preserves fine local details and robust long-range reasoning; performance can depend on sequence ordering, task length, and when attention or local feature processing is added.

Latest papers

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70 papers4 papers in the last four weeks, up 33% on the four weeks before. 0.0% of all new papers.

  1. FOCUS: A Lightweight Mamba-2 Model for EEG-Based Cognitive Workload Classification

    Oct 23, 2026Ioannis Kyprakis, Stefanos Gkikas, Chariklia Chatzaki +3EEG DecodingLightweight Neural Networks

    Hellenic Mediterranean University, Heraklion, Greece · Honda Research Institute Japan, Wako City, Japan · University of Canberra, Canberra, Australia +1

  2. scHFBiMamba: a bidirectional Mamba autoencoder for cardiac disease-state classification from single-nucleus RNA-seq data

    Oct 10, 2026Ugo Lomoio, Pietro Hiram Guzzi, Pierangelo VeltriAutoencodersSingle-Cell RNA Sequencing

    Department of Surgical and Medical Sciences University “Magna Græcia” of Catanzaro 88100 Catanzaro, Italy · DIMES University of Calabria 88063 Rende, Italy

  3. GeoPrior-Mamba: Structured Process Priors with Mamba for Fine-Resolution XCO2 Reconstruction

    Oct 7, 2026Zhao Meng, Yinan Cai, Siru Zhong +2Remote SensingMamba

    Tsinghua Shenzhen International Graduate School, Tsinghua University, Shenzhen, China · National Supercomputing Center in Shenzhen, Shenzhen, China · School of Artificial Intelligence, Sun Yat-Sen University, Zhuhai, China

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

    Sep 28, 2026Basile Morel, Samuel Ruiperez-Campillo, Andreas P. Streich +2MambaSelective SSMs

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

  5. Non-Commutative State Tracking with Input-Dependent Low-Rank Updates in Mamba-3

    Sep 23, 2026Hiroki Fujii, Masaki YamakitaMambaState Tracking

    Department of Systems and Control Engineering, Institute of Science Tokyo, Tokyo, Japan

  6. U-PEN Mamba: Progressive Expansion with Selective State-Space Modeling for Efficient Retinal Vessel Segmentation

    Sep 21, 2026Abel A. Reyes-Angulo, Sidike Paheding, Vijayan K. Asari +2MambaRetinal Vessel Segmentation

    Michigan Technological University, Houghton, MI, USA · Fairfield University, Fairfield, CT, USA · University of Dayton, Dayton, OH, USA +1

  7. PPIM: Pennes Physics-Informed Mamba for Heat-Source-Conditioned 3D Bioheat Simulation

    Sep 6, 2026Dongyun Lee, Kyungho Yoon, Minwoo ShinNeural PDE SolversPhysics-Informed ML

    Department of Software, Yonsei University (Mirae Campus), Wonju, 26493, Republic of Korea · School of Mathematics and Computing, Yonsei University, Seoul, 03722, Republic of Korea

  8. ButterMamba: Butterworth-Enhanced Spatial-Temporal Mamba for Efficient Traffic Flow Prediction

    Aug 30, 2026Limiao Zhang, Yuhui Lu, Jie Gao +3MambaIntelligent Transportation Systems

    State Key Laboratory of Opto-Electronic Information Acquisition and Protection Technology, Anhui University · Institute of Physical Science and Information Technology, Anhui University · School of Innovation and Entrepreneurship, Shandong University +1

  9. SPLG-Mamba: Structure-Preserving Local-Global Mamba Network for Salient Object Detection in Optical Remote Sensing Images

    Aug 30, 2026Yi Xu, Ruichao Hou, Tongwei Ren +1MambaSalient Object Detection

    State Key Laboratory for Novel Software Technology, Nanjing University, Nanjing, 210008, Jiangsu, China · School of Elite Biomedical Engineers and the Institute for Interdisciplinary Intelligent Pharmacy, China Pharmaceutical University, Nanjing 211198, China

  10. PhyMamba: Physics-Modulated Mamba for Robust Battery Health Prognostics

    Aug 28, 2026Sara Sameer, Yunyi Zhao, Wei Zhang +4Predictive MaintenancePhysics-Informed ML

    Information and Communications Technology Cluster, Singapore Institute of Technology, Singapore 138683

  11. SeisMamba: Low-Latency Single-Station Seismic Magnitude Estimation for Spatially Distributed Earthquake Early Warning

    Aug 25, 2026Quenton Yeo, Zhaoge Bi, Linghan Huang +3SeismologyMamba

    The University of Sydney Sydney, Australia · Accenture Sydney, Australia · The University of New South Wales Sydney, Australia

  12. RetiWave-Mamba: A Dual-Stream Network for Retinal Disease Detection based on Multi-scale Context and Feature-Adaptive Mamba Projection

    Aug 18, 2026Cheng Cheng, Jin HongRetinal Disease ClassificationMedical Image Classification

    School of Artificial Intelligence, Nanchang University, Nanchang 330031, China · School of Information Engineering, Nanchang University, Nanchang 330031, China

  13. TEAMS: Text-prompted spatiotEmporal dual-heAd Mamba Snake

    Aug 18, 2026Ruicheng Zhang, Jianhui Lei, Kaiwen Shen +6Medical Image SegmentationText-Guided Image Segmentation

    School of intelligent systems engineering, Sun Yat-sen University, Guangzhou 510006, China · Affiliated Hangzhou First People’s Hospital, Zhejiang University School of Medicine, Zhejiang, China · School of Engineering, Case Western Reserve University, Cleveland, USA

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

    Aug 12, 2026Rong Chao, Sung-Feng Huang, Moreno La Quatra +4MambaSpeech Enhancement

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

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

    Aug 3, 2026Shi Chen, Jie Zhang, Yicong ZhouMambaHyperspectral Image Super-Resolution

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

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

    Jul 26, 2026Junfei Shi, Yu Cheng, Haojia Zhang +3MambaFrequency-Domain Feature Learning

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

    Jul 24, 2026Xinglin Lian, Chengtai Cao, Ting Zhong +1MambaDisentangled Representation Learning

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

  18. 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 OuMambaU-Net

    Boston Children’s Hospital, Harvard Medical School

  19. A Hybrid Mamba for Audio-Visual Navigation

    Jul 14, 2026Yi Wang, Yinfeng YuMambaEmbodied Navigation

    School of Computer Science and Technology, Xinjiang University, Urumqi 830017, China. · Joint Research Laboratory for Embodied Intelligence, Xinjiang University. · Joint International Research Laboratory of Silk Road Multilingual Cognitive Computing, Xinjiang University.

  20. StratMamba: Strategic and Reactive Stream Partitioning for Path-Efficient LiDAR-Based Obstacle Avoidance

    Jul 14, 2026Hung-Chieh Wu, Xiaopan Zhang, Kasra Sinaei +6RL for RoboticsMamba

    1The Pennsylvania State University, USA. · 2AlphaZ, Inc., USA. · 3Georgia Institute of Technology, USA. +1

  21. Training Hybrid Block Diffusion Language Models with Partial Bidirectionality

    Jul 2, 2026Pranshu Chaturvedi, Parth Shroff, Tarun Suresh +2Blockwise Diffusion Language ModelsDiffusion Language Models

    Stanford University

  22. Rhythm-Structured Predictive Learning for Remote Photoplethysmography

    Jun 30, 2026Ba-Thinh Nguyen, Huu-Dung Nguyen, Thi-Duyen Ngo +1Remote PhotoplethysmographyMamba

    VNU University of Engineering and Technology, Hanoi, Vietnam

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

    Jun 30, 2026Ke Wang, Xiaoyi Pan, Zhaoyu Gu +4MambaSelf-Supervised Pre-Training

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

  24. Timesteps of Mamba Align with Human Reading Times

    Jun 29, 2026Yuji Yamamoto, Shinnosuke Isono, Yoshinobu Kawahara +1Mamba

    SOKENDAI · NINJAL · The University of Osaka +2

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

    Jun 26, 2026Md Mozaharul Mottalib, Rahmatollah BeheshtiMambaSelf-Supervised Time Series Representation Learning

    University of Delaware, Newark, Delaware, USA

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

    Jun 22, 2026Xiaobin Hu, Haoyang He, Bo Yin +5MambaReconstruction-Based Anomaly Detection

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

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

    Jun 22, 2026Hu Gao, Changshuo Wang, Yulong Chen +1MambaSelective SSMs

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

  28. DR-Mamba: Automatic Inference-Time Domain Adaptation for Document Image Binarization via Sample-Conditioned Detail-Background Suppression

    Jun 21, 2026Sheng-Wei Chan, Jen-Shiun ChiangMambaTest-Time Adaptation

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

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

    Jun 18, 2026Junhui Li, Jialu Li, Youshan ZhangMambaU-Net

    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

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

    Jun 17, 2026Matheus B. Rocha, Gustavo B. Dettogni, Renato A. KrohlingMambaMultimodal Classification

    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