State Space Models

Also known as SSM

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Momentum

28 papers in the last four weeks, up 250% on the four weeks before. 0.3% of all new papers.

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

    Sep 7, 2026Rui Barreira, Taylan Soydan, Francesco Scipione +2Neural Surrogate ModelingState Space Models

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

  2. Prospective Coding Improves Learning in Deep Continuous-Time Recurrent Networks

    Sep 3, 2026Shivang Rawat, Mirko Morello, Flaviano Morone +1Recurrent Neural NetworksSequence Modeling

    Telepath · New York University

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

    Aug 31, 2026Mainak Mallick, Junghwan Yim, Alankrit Gupta +1Autonomous Driving DatasetsMillimeter-Wave Radar

    Georgia Institute of Technology

  4. 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

  5. MomADv2: Reliable Temporal Memory for End-to-End Autonomous Driving

    Aug 24, 2026Ziying Song, Shengkai Zhang, Lin Liu +8End-to-End Autonomous DrivingLong-Horizon Planning

    School of Artificial Intelligence (School of Software), Yanshan University · Beijing Jiaotong University · Nanyang Technological University +5

  6. The Mask Is Not the Model: Auditing Prefix Invariance in Attention, State-Space, and Hybrid Sequence Models

    Aug 24, 2026Taebong Kim, Youngsik Hong, Minsik Kim +3LLM AuditingSequence Modeling

    VIDRAFT AI Research · QuantumOS, Seoul, Republic of Korea

  7. MARCH: Scaling Recurrent Memory with Content-Routed State Anchors

    Aug 12, 2026Ming Zhang, Kaisen Yang, Shu Yu +6Long-Context RetrievalIn-Context Retrieval

    Shanghai AI Laboratory · Tsinghua University · Fudan University

  8. ChronoSSM: Training for Temporally Aware Representations in Autoregressive State Space Models

    Aug 10, 2026Adrien Schoen, Nachiketa Ratnakar Patil, Arjun Bhagoji +1Representation LearningSequence Modeling

    Institut universitaire de France

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

    Aug 10, 2026Fan Yang, Nan Chen, Yijie Dong +2Multivariate Time Series ForecastingAir Quality Prediction

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

  10. Topology-Aware Global-Local Mamba Networks for Palm Vein Biometrics

    Aug 9, 2026Zhengxi Wu, Felix Marattukalam, Waleed H. AbdullaBiometric IdentificationMulti-Scale Feature Fusion

    University of Auckland, New Zealand

  11. AraSSM: A bidirectional state-space encoder for Arabic masked language modeling

    Aug 8, 2026Ahmed Amine Aliane, Hassina Aliane, Nasredine SemmarLanguage Model PretrainingArabic NLP

    Arabic Institute for Translation, Algiers, Algeria · CERIST, Algeria · CEA LIST, Paris-Saclay, France

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

    Aug 7, 2026Wilkie Olin-AmmentorpSpiking Neural NetworksState Space Models

    Argonne National Laboratory, Lemont, Illinois, USA

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

    Aug 4, 2026Arslan Battalov, Karim Kramin, Alexander Markotenko +1Neural Network OptimizationMuon Optimizer

    HSE University · Moscow, Russia

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

    Aug 4, 2026Xiaohe Li, Yang LuRecurrent Neural NetworksState Tracking

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

  15. 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 +2Retrieval-Augmented GenerationOn-Device Language Model Inference

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

  16. DART: Decoded Attention over Recurrent States for Efficient Long-Context Sequence Modeling

    Aug 3, 2026Yixiao Qian, Song Chen, Pengkai Wang +3Memory-Augmented Language ModelsKV Caching

    College of Control Science and Engineering, Zhejiang University · Department of Mathematics, National University of Singapore · Hong Kong Polytechnic University +1

  17. A Unified Benchmark of Deep Learning Models for Multi-task 3D Brain Tumor Segmentation from Magnetic Resonance Imaging

    Jul 30, 2026Diego J. Torrejón, Luna Y. Hernández, Javier Sánchez3D ViTs3D Medical Image Segmentation

    Centro de Tecnologías de la Imagen (CTIM) Instituto Universitario de Cibernética, Empresas y Sociedad (IUCES) University of Las Palmas de Gran Canaria 35017 Las Palmas de Gran Canaria, Spain · Centro de Tecnologías de la Imagen (CTIM) Instituto Universitario de Cibernética, Empresas y Sociedad (IUCES) University of Las Palmas de Gran Canaria2026 35017 Las Palmas de Gran Canaria, Spain

  18. Finding Change in Satellite Archives from Text: How to Combine Before-and-After Images Efficiently

    Jul 30, 2026Simon Roy, Mark Bong, Giovanni BeltrameLearned Image CompressionRemote Sensing Change Detection

    Polytechnique Montréal, Montréal, QC, Canada

  19. IR275K: A Benchmark for Infrared Multi-Frame Super-Resolution Toward Efficient Remote Sensing

    Jul 24, 2026Jie Deng, Heyang Wang, Changxin Wang +6Remote SensingRemote Sensing Benchmarks

    Hangzhou Institute for Advanced Study, Hangzhou 310024, China. · University of Chinese Academy of Sciences, Beijing 100000, China. · Shanghai Institute of Technical Physics of the Chinese Academy of Sciences, Shanghai 200000, China.

  20. Indexing: the Beginning and the End

    Jul 24, 2026Alexander Kozachinskiy, Vicente Opazo, Felipe UrrutiaInformation BottleneckLinear Attention

    CENIA · Pontifical Catholic University of Chile

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

    Jul 23, 2026Hyuk Lim, Seunghyun YoonPersistent Memory for Language ModelsLong-Context Modeling

    Korea Institute of Energy Technology (KENTECH)

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

    Jul 22, 2026Ivan PalaginSelective SSMsUser Modeling

    HSE University Moscow, Russia

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

    Jul 22, 2026Hang Ye, Xinyan Jiang, Yuedong Shi +5Probabilistic ForecastingElectricity Load 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

  24. 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

  25. Incomplete Observations Boost Evolutionary Performance in Ocean Modeling

    Jul 21, 2026Yangyang Kong, Yutong Jiang, Yanhai Gan +3Learning with Missing DataData Assimilation

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

  26. Adaptive Mamba Neural Operators

    Jul 20, 2026Zeyuan Song, Zheyu JiangPDE SolvingPDE Operator Learning

    School of Chemical Engineering Oklahoma State University Stillwater, OK 74078, USA

  27. Online learning of neural state-space models

    Jul 20, 2026Bendegúz Györök, Tamás Péni, Maarten Schoukens +1Online System IdentificationNonlinear System 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

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

    Jul 14, 2026Sheng-Wei Chan, Chia-Min Lin, Hsin-Jui Pan +4Efficient Neural Network InferenceEfficient Object Detection

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

  29. TSSM: Triaxial State Space Model for Global Station Weather Forecasting with Temporal-Variable-Historical Modeling

    Jul 14, 2026Songru Yang, Zili Liu, Tao Han +7Long-Term Time Series ForecastingState Space Models

    Department of Aerospace Intelligent Science and Technology, School of Astronautics, Beihang University, and with the Key Laboratory of Spacecraft Design Optimization and Dynamic Simulation Technologies, Ministry of Education, Beihang University, Beijing 100191, China · Shanghai Artificial Intelligence Laboratory, Shanghai 200232, China · Department of Information Engineering, The Chinese University of Hong Kong, Hong Kong 999077, China +1

  30. Dynamic Online Processor-Native Inference for State Estimation

    Jul 13, 2026Orestis KaparounakisParticle FilteringBayesian Filtering