State Space Models

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33 papers in the last four weeks, up 560% on the four weeks before. 0.3% of all new papers.

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  1. WaveGSSM: Graph Wave State Space Models for Propagating Spatio-Temporal Patterns

    Oct 5, 2026Junyou Zhu, Fenying Cai, Ping Xiong +5Spatio-Temporal ForecastingTemporal Graph Neural Networks

    Potsdam Institute for Climate Impact Research, Germany · Machine Learning Group, Technical University of Berlin, Germany · Department of Computer Science, University of Illinois at Chicago, USA +2

  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. TanakaState Space ModelsSequence Modeling

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

  3. A Structured State Space Sequence Model for Multi-Class Classification of Malware

    Oct 1, 2026Emmanuela Andam, Rana Shaaban, Emanuel Grant +1MalwareInternet Of Thing

    Artificial Intelligence Research (AIR) Center · School of Electrical Engineering and Computer Science, College of Engineering & Mines University of North Dakota, Grand Forks, ND 58201, USA

  4. Admissibility-Preserving Control for Multi-Input Systems with Joint Capacity Constraints

    Sep 30, 2026Saurabh Kumar, Lohitvel Gopikannan, Shashi Ranjan Kumar +1Adaptive ControlInequality Constraints

    Intelligent Systems & Control (ISaC) Lab, Department of Aerospace Engineering, Indian Institute of Technology Bombay, Mumbai 400076, India · Guidance, Autonomy, Learning, and Control for Intelligent Systems (GALACxIS) Lab, Department of Aerospace Engineering, University of Cincinnati, OH 45221, USA

  5. CAMOS: Coupled Oscillatory State-Space Model for Multimodal Clinical Time-Series

    Sep 30, 2026Maxx Richard Rahman, Mostafa Hammouda, Wolfgang MaassState Space ModelsPositron Emission Tomography

    Saarland University and German Research Center for Artificial Intelligence (DFKI) Saarbrücken, Germany · Saarland University Saarbrücken, Germany

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

    Sep 29, 2026Yu-Cheng Wu, Fan-Keng Sun, Li-Chun Lu +1Multivariate Time Series ForecastingState Space Models

    Massachusetts Institute of Technology · National Taiwan University

  7. 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

  8. Riccati State Space Models: Non-iterative Parallelization for Nonlinear Sequence Modeling

    Sep 28, 2026Mónika Farsang, Ramin Hasani, Daniela Rus +1State Space ModelsSequence Modeling

    TU Wien · MIT CSAIL · Liquid AI

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

    Sep 28, 2026Yoo-Min Jung, Hyeon-Gi Kim, Jonghun ParkTime-Series ClassificationTime Series

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

  10. GT-PSSM: Unified Probabilistic Framework for Stochastic Dynamics Modeling and Dependency Learning in Multivariate Time Series Anomaly Detection

    Sep 28, 2026Wonmo Koo, Jaeyeong Lee, Taeseong Yoon +1Time-Series Anomaly DetectionLong-Range Temporal Dependencies

    KAIST Daejeon, Republic of Korea

  11. 3D Point Tracking with State Space Models

    Sep 27, 2026Masahiro Ogawa, Qi An, Atsushi Yamashita3D TrackingMonocular Depth Estimation

    Department of Precision Engineering, Graduate School of Engineering, The University of Tokyo, 5-1-5 Kashiwanoha, Kashiwa, Chiba 277-8563, Japan. · Department of Human and Engineered Environmental Studies, Graduate School of Frontier Sciences, The University of Tokyo, Kashiwa, Chiba, Japan

  12. ADPTNet: Adaptive with Prescriptive Timescales Non-Linear SSM for Sequence Modelling

    Sep 27, 2026Matei-Ioan Stan, Oliver RhodesNeuromorphic ComputingSpiking Neural Networks

    International Centre for Neuromorphic Systems The University of Manchester Manchester, United Kingdom

  13. TopoMamba: A Load-Support Relation-Guided Multi-Directional State-Space Model for Topology Optimization

    Sep 27, 2026Bin Lou, Yuxuan Cheng, Huaizhi Zong +2Topology OptimizationState Space Models

    State Key Laboratory of Fluid Power and Mechatronic Systems Zhejiang University Hangzhou

  14. Correct then Forecast: Observer State-Space Models for Time Series Forecasting

    Sep 27, 2026Alexis-Raja Brachet, Guillaume Clavier--Frémond, Abdelhakim Ziani +2State Space ModelsTime Series

    MICS, CentraleSup´elec, Universit´e Paris-Saclay, France · CentraleSup´elec, IETR UMR CNRS 6164, France · Universit`a di Torino, Torino, Italy.

  15. StarBOA: Real-Time Mamba State-Space Unrolling for Sparse Radar Micro-Doppler in ISAC Networks

    Sep 27, 2026Mustafa Bora Çelik, Ceren Çelik, Orhan GaziIntegrated Sensing And CommunicationRadar

  16. Coupled State-Space Modelling, Control, and Policy Distillation for Hybrid Rigid-Pneumatic Manipulators

    Sep 24, 2026Alan Royce Gabriel Samuel, Pulkit VermaRobotic ManipulatorSoft Pneumatic Actuators

    Department of Data Sciences and AI, Indian Institute of Technology Madras, Chennai, India · Department of Computer Science and Engineering, Indian Institute of Technology Madras, Chennai, India

  17. When Labels Are Scarce: An Oscillatory State Space Model for Vibration Diagnosis

    Sep 23, 2026Mainak Mallick, Seung-Kyum ChoiVibrationFault Diagnosis

    Georgia Institute of Technology

  18. Comparing Latent Concept Formation in State Space Models and Transformers via Sparse Autoencoders

    Sep 21, 2026Rithin Nagaraj, Rupa Laalasa Oruganti, Prerna Subhashchandra Kunder +1Transformer ArchitecturesTransformer Attention

    Department of Computer Science and Engineering PES University Bangalore, India

  19. Pharmacokinetic State Space Models for Unbiased Prediction of Haemodynamic Collapse

    Sep 21, 2026Rithin Nagaraj, Sudiksha Chindula, Bhaskarjyoti DasPharmacokineticsState Space Models

    Department of Computer Science and Engineering, PES University, Bengaluru, 560085, India · Department of Computer Science and Engineering (AIML), PES University, Bengaluru, 560085, India

  20. 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 +2Vessel SegmentationU-Net

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

  21. Risk-Aware Motion Planning and Control under Unknown Dynamics with Hybrid Observations

    Sep 20, 2026Zhiquan Zhang, Melkior OrnikRobot PlanningPath Planning

    University of Illinois Urbana-Champaign, IL, 61801 USA

  22. A State-Space Model of Figured-Bass Realization: Local Constraints, Coupled Voices, and Polynomial-Time Solvability

    Sep 16, 2026Evan Unit LimPossibilitiesStructural Constraints

    National Taiwan Normal University

  23. Riemannian--Lorentz Fusion of Vision Transformers and State-Space Models

    Sep 16, 2026Badri N. Patro, Vijay S. AgneeswaranSelf-Supervised Vision TransformersVision Transformer

    Microsoft

  24. REACT: A Fully Spiking State-Space Model for Real-Time Event-Driven Temporal Perception

    Sep 16, 2026Geoffroy Keime, Nicolas Cuperlier, Benoit R. CottereauReactiveTime-To-First-Spike

    CerCo, CNRS UMR5549 Université de Toulouse Toulouse, France · IPAL, CNRS IRL, Singapore · ETIS, CY Cergy Paris Université CNRS, ENSEA Cergy, France

  25. The Other Half of the Memory Wall: Serving 35B MoEs from SSD with Trained Routing Prediction

    Sep 16, 2026Yu Lin, Yiming Wang, Runyuan Cai +2Mixture-Of-Expert InferenceMixture-Of-Experts

    AutoArk

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

    Sep 16, 2026João Pedro Silvestre, Álvaro Rodríguez Abella, Paulo TabuadaTransformer AttentionState Space Models

    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

  27. Long-Context Demonstration Selection Using State Space Models

    Sep 15, 2026Ziniu Zhang, Zhenshuo Zhang, Ruoxuan Xiong +2Efficient Long-Context InferenceIn-Context Learning

    Northeastern University · Emory University

  28. Principled Koopman Representations with Kalman Inference for Efficient Time-Series Prediction

    Sep 15, 2026Ruiquan Li, Yuheng BuKoopman OperatorState Space Models

    Department of Computer Science, UC Santa Barbara

  29. On the Importance of Gating: Memorization vs. In-Context Learning in State Space Models

    Sep 15, 2026William L. Tong, Aryo Lotfi, Emmanuel Abbe +6State Space ModelsSequence Modeling

    Harvard University · Apple

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

    Sep 15, 2026Istabrak Abbes, Nizar Islah, Irina Rish +1Transformer ArchitecturesTransformer Residual Streams

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

  31. OphBiWSSD: Scaling Temporal Action Localization in Ophthalmic Surgeries with Bidirectional Weight-tied State Space Duality

    Sep 14, 2026Yang Liu, Qionghong Ma, Joongwon Chae +10Temporal Action LocalizationVision State Space Models

    Institute of Biopharmaceutics and Health Engineering, Tsinghua Shenzhen International Graduate School, Shenzhen 518055, China · Department of Ophthalmology, The Fifth Affiliated Hospital of Wenzhou Medical University, Wenzhou Medical University, Lishui 323000, China · School of Optometry, The Hong Kong Polytechnic University +4

  32. PAC-Bayesian Bounds for Learning Partially Observed Stochastic Linear Time-Invariant State-Space Systems with Inputs and Sub-Gaussian Noise

    Sep 8, 2026Mihaly Petreczky, Mohamad Al Ahdab, John LethSystem IdentificationState Space Models

    CRIStAL, Centrale Lille, Universit´e de Lille, France · Department of Electronic Systems, Aalborg University, Denmark

  33. Global Divergence, Local Convergence: Representation Geometry in SSMs and Transformers

    Sep 8, 2026Amit Ben-Artzy, Roy SchwartzTransformer ArchitecturesRepresentational Capacity

    Computer Science, The Hebrew University of Jerusalem

  34. Constitutive State-Space Modeling of Path-Dependent Plasticity: A Resolution-Consistent and Parallelizable Computational Framework

    Sep 7, 2026Rui Barreira, Taylan Soydan, Francesco Scipione +2State Space ModelsPlasticity

    Chair of Artificial Intelligence in Mechanics and Manufacturing, ETH Zurich, Switzerland · inspire AG, Zurich, Switzerland · School of Engineering, Brown University, Providence, Rhode Island, USA

  35. Semantic-Aware Subgraph State Space Model for WSI Classification in Histopathology

    Sep 3, 2026Feixing Chen, Hao Lu, Lin Luo +1Whole-Slide ImagesDigital Pathology

    National College for Excellent Engineers Beihang University Beijing, P.R.C. 100191 · School of Biological Science and Medical Engineering Beihang University Beijing, P.R.C. 100191 · College of Engineering Peking University Beijing, P.R.C. 100871

  36. BiMTokenizer: Preserving Semantic-Acoustic Balance in Low-Bitrate Speech Tokenization via Bidirectional State-Space Modeling

    Sep 1, 2026Xin Zhang, Lin Li, Chuanbo Liu +2Neural Speech CodecsAcoustic Latent Space

    Wuhan University of Technology, Wuhan, China · NEC Laboratories Asia Pacific, Singapore · NEC Corporation, Japan +1

  37. Rad-R: A Raw-ADC Radar Dataset and Capture-Invariant SSM for Hardware-Fault Diagnosis

    Aug 31, 2026Mainak Mallick, Junghwan Yim, Alankrit Gupta +1RadarFault Diagnosis

    Georgia Institute of Technology

  38. A Hybrid State-Space Approach for Census-Tract Population Estimation

    Aug 30, 2026Jackson R. Ye, Alexandre V. MorozovState Space ModelsPopulations

    Rutgers University New Brunswick, NJ, USA

  39. AirFlow: Context Preserving and Multi-Rate State Modeling for Air Quality Forecasting

    Aug 10, 2026Fan Yang, Nan Chen, Yijie Dong +2Air PollutionState Space Models

    School of Software Technology, Zhejiang University Hangzhou, Zhejiang 310000, China

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

    Aug 8, 2026Abisoye Abidakun, Mingjun Zhong, Georgios LeontidisCausal InferencesHeterogeneous Treatment Effects

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

  41. Phase State Space Models: Parallel, Surrogate-Free Training of Spiking Networks

    Aug 7, 2026Wilkie Olin-AmmentorpSpiking Neural NetworksRecurrent Neural Networks

    Argonne National Laboratory, Lemont, Illinois, USA

  42. HazeSpikeMamba: Coupling Spiking-Inspired and State-Space Features for Self-Supervised Real-World Dehazing

    Aug 7, 2026Haoran Liu, Huibin Li, Mingzhe Liu +2Single Image DehazingU-Net

    School of Artificial Intelligence and Electronic Engineering, Sichuan Technology and Business University, Chengdu 611745, China · Chengdu University of Technology, College of Nuclear Technology and Automation Engineering, Chengdu 610059, China · Sigray, Inc., Concord, CA 94520, USA

  43. Spectral Distillation: From Nonlinear Dynamics to Linear State-Space Models

    Aug 5, 2026Liane Galanti, Devan Shah, Shlomo Fortgang +1System IdentificationNonlinear Dynamics

    Princeton University

  44. Muon Meets Mamba: Spectral Optimization for State Space Models

    Aug 4, 2026Arslan Battalov, Karim Kramin, Alexander Markotenko +1MuonState Space Models

    HSE University · Moscow, Russia

  45. State Propagation Also Satisfies: A Complex-Valued State-Space Model for Deterministic State Tracking

    Aug 4, 2026Xiaohe Li, Yang LuState Space ModelsSequence Modeling

    GuangDong Police College · Department of Computer Science and Technology, School of Informatics, Xiamen University

  46. Structured Memory for Edge Language Models: Persistent Context and Corpus Retrieval via O(1) SSM State Injection

    Aug 3, 2026Anusha Madan Gopal, Aras Pirbadian, Kristofor D. Carlson +2Large Language Model MemoryEfficient Long-Context Inference

    BrainChip Inc. 23041 Avenida de la Carlota, Laguna Hills, CA

  47. Pixel Ignores, Superpixel Sees: Adverse Weather Image Restoration via Semantic-Center SSM

    Aug 3, 2026Dayu Li, Shihao Zhou, Leizhi Shu +3Image RestorationState Space Models

    Nankai International Advanced Research Institute (SHENZHEN·FUTIAN) · College of Computer Science, Nankai University · University of Science and Technology Beijing +2

  48. CoDe-SSM: Context-Detail Decoupled State Space Model for Efficient UHD Image Restoration

    Jul 31, 2026Jiaxu Su, Zhijian Wu, Jun Li +2Image RestorationRestoration

    School of Computer and Electronic Information, Nanjing Normal University, China · Medical Artificial Intelligence Laboratory, Westlake University, China

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

    Jul 29, 2026Lucas Zamora Vera, Jose A. Gonzalez-LopezGrapheme-To-PhonemeLanguage Modeling

    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

  50. A Unified Benchmark and Modality-Adaptive Network for Day-and-Night Drone-View Geo-Localization

    Jul 28, 2026Songtianhao Xu, Zhongwei Chen, Zhao-Xu Yang +1Drone-View Geo-LocalizationAerial Imagery

    State Key Laboratory for Strength and Vibration of Mechanical Structures, Shaanxi Key Laboratory of Environment and Control for Flight Vehicle, School of Aerospace Engineering, Xi’an Jiaotong University, Xi’an 710049, PR China

  51. SketchMamba: A Lightweight State-Space Model for Joint Progressive Sketch Classification and Stroke Auto-Completion

    Jul 26, 2026Kavish Jhaveri, Arya ShahSketchesAutoregressive Generation

    The National High School, Ahmedabad, India · Indian Institute of Technology, Gandhinagar, India

  52. Naju: A Native Discrete State-Space Model with Independent Retention and Writing for Long-Sequence Memory

    Jul 23, 2026Hyuk Lim, Seunghyun YoonRecurrent StateLong-Term Memory

    Korea Institute of Energy Technology (KENTECH)

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

    Jul 22, 2026Ivan PalaginUser ModelingState Space Models

    HSE University Moscow, Russia

  54. SPECTRA: State-Space Exogenous Context and Temporal-Frequency Resolution Architecture for Probabilistic Energy Forecasting

    Jul 22, 2026Hang Ye, Xinyan Jiang, Yuedong Shi +5Probabilistic ForecastingEnergy Forecasting

    Shanghai Advanced Research Institute, Chinese Academy of Sciences, Shanghai 201210, China · University of Chinese Academy of Sciences, Beijing 101408, China · School of Physical Science and Technology, Shanghaitech University, Shanghai 201210, China +2

  55. Physics-Aware Complex-Valued State Space Model with Scattering-Prior Feature Modulation for PolSAR Image Classification

    Jul 22, 2026Fangyan Zhang, Fan Zhang, Shiqi Zhou +3Synthetic Aperture RadarImage Classification

    The College of Information Science and Technology, Beijing University of Chemical Technology, Beijing, China · The School of Information Science and Engineering, Yunnan University, Kunming, China · The Department of Signal Theory and Communications, Polytechnic University of Catalonia, Barcelona, Spain

  56. Equilibrium Causal Games: Separation, Identification, and the Identifiability of Cyclic Latent States

    Jul 21, 2026Faraz Dadgostari, Neda NazemiCausalIdentifiability

    Department of Mechanical & Industrial Engineering, Montana State University · Gianforte School of Computing, Montana State University

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

    Jul 21, 2026Atahan Dokme, Larry HeckLarge Language Model AdaptationTraining-Side Stage-Aware Low-Rank Adaptation

    AI Virtual Assistant (AVA) Lab Georgia Institute of Technology

  58. 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

  59. Incomplete Observations Boost Evolutionary Performance in Ocean Modeling

    Jul 21, 2026Yangyang Kong, Yutong Jiang, Yanhai Gan +3State Space ModelsGenerative Models

    State Key Laboratory of Physical Oceanography, Ocean University of China, Qingdao, China · School of Computer Science and Technology, Ocean University of China, Qingdao, China

  60. Online learning of neural state-space models

    Jul 20, 2026Bendegúz Györök, Tamás Péni, Maarten Schoukens +1State Space ModelsSystem Identification

    Systems and Control Laboratory, HUN-REN Institute for Computer Science and Control, 1111 Budapest, Hungary · Control Systems Group, Eindhoven University of Technology, 5612 Eindhoven, The Netherlands