Selective SSMs

SSM: State Space Model

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11 papers in the last four weeks, with none the four weeks before. 0.1% of all new papers.

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  1. HAN-Mamba: Hierarchical Selective State Space Networks for Multi-Scale Financial Volatility Forecasting

    Oct 7, 2026Mihai Bogdan Deaconu, Ioan Daniel PopTime Series ForecastingFinancial Time Series

    Faculty of Mathematics and Computer Science, Babeş-Bolyai University, Cluj-Napoca, Romania

  2. LogSig-SSM: Time-Series Modelling with Multi-Scale Log-Signature Compression for State-Space Models

    Oct 4, 2026Felix Oury, Nicolas Calvo Peiro, Reiko J. TanakaIrregular Time-Series ModelingMultivariate Time Series Forecasting

    Department of Computing Imperial College London · Department of Bioengineering Imperial College London

  3. Distributed Learning with Selective State Space Models: Architecture-Aware Convergence Analysis

    Oct 2, 2026Adam Piaseczny, Md Kamran Chowdhury Shisher, Shiqiang Wang +1Selective SSMsFederated Learning

    Purdue University · University of Colorado Colorado Springs · University of Exeter

  4. Channel-Dependent State Space Model for Multivariate Time Series Forecasting

    Sep 29, 2026Yu-Cheng Wu, Fan-Keng Sun, Li-Chun Lu +1Multivariate Time Series ForecastingSelective SSMs

    Massachusetts Institute of Technology · National Taiwan University

  5. 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

  6. MASCIT: A Mask-Aware State Space Classifier for Naturally Irregular Time Series

    Sep 28, 2026Yoo-Min Jung, Hyeon-Gi Kim, Jonghun ParkIrregular Time-Series ModelingSelective SSMs

    Department of Industrial Engineering Seoul National University, Seoul, Republic of Korea

  7. Groupwise Selective State-Space Filtering for Accurate and Streaming Action Boundary Detection

    Sep 27, 2026Mustafa Bora ÇelikTemporal Action SegmentationSelective SSMs

    Department of Electrical and Electronics Engineering, Ankara Medipol University, Ankara, Turkey

  8. 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

  9. The Attention Within: Consensus Dynamics in Selective State Space Models

    Sep 16, 2026João Pedro Silvestre, Álvaro Rodríguez Abella, Paulo TabuadaSelective SSMs

    Electrical and Computer Engineering Department, University of California at Los Angeles, Los Angeles, CA 90095 USA · Department of Applied Mathematics, Comillas Pontifical University, Madrid, 28015 - Madrid, Spain

  10. What Does Layer-Importance Reveal About Transformers and State-Space Models?

    Sep 15, 2026Istabrak Abbes, Nizar Islah, Irina Rish +1Transformer InterpretabilitySelective SSMs

    Chandar Research Lab · Mila - Quebec AI Institute · Université de Montréal +2

  11. A Dataset and Model for Imputing Water Surface Elevation on a Large and Extremely Sparse Spatiotemporal Graph

    Sep 10, 2026Ruben Cartuyvels, Karim Douch, Gabriele Bertoli +4Time Series ImputationIncomplete Data Imputation

    European Space Agency, Φ-lab · European Space Agency, Science Hub · Serco Italia SpA, Rome, Italy +4

  12. ScopeMamba-YOLO: Widening the Perceptual Scope Inward and Outward for Small Object Detection in Remote Sensing Imagery

    Sep 9, 2026Junjie Fan, Yijun Mai, Linduo Wei +5Remote Sensing Image UnderstandingRemote Sensing Small Object Detection

    School of Intellectual Property, Nanjing University of Science and Technology, Nanjing 210094, China · School of Computer Science and Engineering, Nanjing University of Science and Technology, Nanjing 210094, China · School of Economics and Management, Nanjing University of Science and Technology, Nanjing 210094, China

  13. Causal State-Space Model for Causal Inference: Estimating Longitudinal Individual Treatment Effects

    Aug 8, 2026Abisoye Abidakun, Mingjun Zhong, Georgios LeontidisCausal Effect EstimationSelective SSMs

    Department of Computing Science, University of Aberdeen, Aberdeen, UK · UiT The Arctic University of Norway

  14. Mamba with Hierarchical Memory: Solving Representation Bottleneck in Long Sequence Modeling

    Aug 3, 2026Qinwen Wang, Jieping Luo, Aoxiang Qin +5Long-Context RetrievalMemory-Augmented Neural Networks

    The Chinese University of Hong Kong, Shenzhen · Hainan Bielefeld University of Applied Sciences · BrainGalaxy

  15. Phoneme- vs. Character-Level Targets and Selective State-Space Models for Intracortical Brain-to-Text

    Jul 29, 2026Lucas Zamora Vera, Jose A. Gonzalez-LopezSelective SSMsNeural Decoding

    Universitat Oberta de Catalunya (UOC), Spain · Dpt. of Signal Theory, Telematics and Communications, University of Granada, Spain · Research Centre for Information and Communication Technologies (CITIC-UGR), University of Granada, Spain

  16. User-Centric Modeling of Transactional Sequences with Explainable State Space Models

    Jul 22, 2026Ivan PalaginSelective SSMsUser Modeling

    HSE University Moscow, Russia

  17. Selective State-Space Adaptation and Retrieval for Language Model Reasoning

    Jul 21, 2026Atahan Dokme, Larry HeckRetrieval-Augmented GenerationSelective SSMs

    AI Virtual Assistant (AVA) Lab Georgia Institute of Technology

  18. An Exact Instrument for State Usage in Selective State-Space Models, and the Input-Driven Migration It Reveals

    Jul 13, 2026Raktim BhattacharyaSelective SSMsNeural Network Pruning

    Aerospace Engineering, Texas A&M University

  19. SHiPPO: Recurrent Memory with Transported Polynomial Projections

    Jul 3, 2026Tomoya Mizuguchi, Bum Jun KimSelective SSMsRecurrent Neural Networks

    Kyoto University, Japan · The University of Tokyo, Japan

  20. QuantFlow: A Federated Mamba-Based Post-Transformer Foundation Model for Time-Series Forecasting

    Jul 2, 2026Shah Nawaz Haider, Steve Austin, Arnab Barua +2Selective SSMsTime Series Forecasting

    Department of Computer Science and Engineering, University of Science and Technology Chittagong · Department of Electrical and Electronic Engineering, University of Science and Technology Chittagong · Faculty of Science, Engineering and Technology, University of Science and Technology Chittagong

  21. Scaling State-Space Models from Lines to Paragraphs: An Ablation of Mamba-based OCR

    Jun 22, 2026Merveilles Agbeti-Messan, Pierrick Tranouez, Stéphane Nicolas +2Selective SSMsLong-Context Modeling

    LITIS EA4108, University of Rouen Normandy, France · LITIS EA4108, INSA of Rouen Normandy, France

  22. 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

  23. MS-rPPG: Multi-spectral State Space Model for Remote Photoplethysmography in Driver Monitoring Systems

    Jun 19, 2026Jiho Choi, Sang Jun LeeRemote PhotoplethysmographySelective SSMs

    Division of Electronics and Information Engineering, Jeonbuk National University, Republic of Korea

  24. SPDM: Geometry-Modulated State Space Modeling with Manifold Constraints for Time Series Forecasting

    Jun 6, 2026Xingsheng Chen, Siu-Ming YiuMultivariate Time Series ForecastingSelective SSMs

    School of Computing and Data Science, The University of Hong Kong, Hong Kong SAR, China

  25. SFMambaNet: Spectral-Frequency Enhanced Selective State Space Model for Correspondence Pruning

    Jun 3, 2026Zhihua Wang, Yanping Li, Yizhang LiuSelective SSMsGeometric Representation Learning

    School of Optical-Electrical and Computer Engineering, University of Shanghai for Science and Technology, Shanghai 200093, China · Institute of Artificial Intelligence, Shanghai Jiao Tong University, Shanghai, China · College of Computer and Data Science/College of Software, Fuzhou University, Fuzhou 350108, China

  26. Physically-Constrained Mamba-SDE for Remaining Useful Life Prediction under Irregular Observations

    Jun 1, 2026Deyu Zhuang, Peiliang Gong, Yang Shao +4Irregular Time-Series ModelingStochastic Differential Equations

    Nanjing University of Aeronautics and Astronautics Nanjing, China · Nanyang Technological University Singapore · Singapore University of Technology and Design Singapore

  27. EnergyMamba: An Uncertainty-Aware Graph-Enhanced Selective State Space Model for Energy Consumption Prediction

    May 30, 2026Dahai Yu, Rongchao Xu, Lin Jiang +1Selective SSMsTime Series Forecasting

    Florida State University · Tallahassee, Florida, USA

  28. MedMamba: Multi-View State Space Models with Adaptive Graph Learning for Medical Time Series Classification

    May 24, 2026Da Zhang, Bingyu Li, Zhiyuan Zhao +3Graph Structure LearningSelective SSMs

    Northwest Polytechnical University · TeleAI, China Telecom · TeleAI +1

  29. Selection, Not Fusion: Radar-Modulated State Space Models for Radar-Camera Depth Estimation

    May 12, 2026Zhangcheng Hou, Tomoaki OhtsukiCamera-Radar FusionSelective SSMs

    School of Science and Technology Keio University Yokohama 223-8522, Japan

  30. TCP-SSM: Efficient Vision State Space Models with Token-Conditioned Poles

    May 12, 2026Sara Shoouri, Morteza Tavakoli Taba, Hun-Seok KimSelective SSMsVisual SSMs

    University of Michigan