State Space Models

Also known as SSM

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

    Apr 23, 2026Aladin Djuhera, Haris Gacanin, Holger BocheEfficient Neural Network InferenceSelective SSMs

    Technical University Munich, Germany · RWTH Aachen University, Germany

  2. Beyond ZOH: Advanced Discretization Strategies for Vision Mamba

    Apr 22, 2026Fady Ibrahim, Guangjun Liu, Guanghui WangVisual SSMsState Space Models

    Toronto Metropolitan University, 350 Victoria St, Toronto, ON M5B 2K3

  3. An explicit operator explains end-to-end computation in the modern neural networks used for sequence and language modeling

    Apr 22, 2026Anif N. Shikder, Ramit Dey, Sayantan Auddy +6Dynamical SystemsNeural Network Interpretability

    Department of Mathematics, Western University, London ON, Canada · Fields Lab for Network Computation, Fields Institute, Toronto ON, Canada · King’s University College at Western University, London ON, Canada +1

  4. Data-Driven Open-Loop Simulation for Digital-Twin Operator Decision Support in Wastewater Treatment

    Apr 22, 2026Gary Simethy, Daniel Ortiz Arroyo, Petar DurdevicNeural Surrogate ModelingDigital Twins

    Aalborg University, Department of Energy, Niels Bohrs Vej 8, Esbjerg, DK-6700, Denmark

  5. Sessa: Selective State Space Attention

    Apr 20, 2026Liubomyr HorbatkoSelf-AttentionLong-Context Language Modeling

  6. Linear-Time and Constant-Memory Text Embeddings Based on Recurrent Language Models

    Apr 20, 2026Tobias Grantner, Emanuel Sallinger, Martin FlechlMemory-Efficient InferenceText Embedding Models

    Dynatrace Research · TU Wien · University of Oxford

  7. Bilinear Input Modulation for Mamba: Koopman Bilinear Forms for Memory Retention and Multiplicative Computation

    Apr 19, 2026Hiroki Fujii, Masaki YamakitaSelective SSMsState Space Models

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

  8. A state-space representation of the boundary integral equation for room acoustic modelling

    Apr 18, 2026Randall Ali, Thomas Dietzen, Matteo Scerbo +2Room AcousticsState Space Models

    Institute of Sound Recording, University of Surrey, Guildford, UK · STADIUS, Dept. of Electrical Engineering, KU Leuven, Leuven, Belgium

  9. PA-TCNet: Pathology-Aware Temporal Calibration with Physiology-Guided Target Refinement for Cross-Subject Motor Imagery EEG Decoding in Stroke Patients

    Apr 17, 2026Xiangkai Wang, Yun Zhao, Dongyi He +5Cross-Subject EEG DecodingBrain-Computer Interfaces

    School of Artificial Intelligence, Chongqing University of Technology, Chongqing 401135, China; Chongqing Key Laboratory of Embodied Intelligence Perception and Autonomous Learning for Humanoid Robots; Key Laboratory of Advanced Equipment Intelligence of the Chongqing Education Commission, Chongqing 401135, China · School of Smart Health, Chongqing Polytechnic University of Electronic Technology, Chongqing 401131, China · Department of Language Science and Technology, The Hong Kong Polytechnic University, Hung Hom, Hong Kong SAR, China +2

  10. MambaBack: Bridging Local Features and Global Contexts in Whole Slide Image Analysis

    Apr 17, 2026Sicheng Chen, Chad Wong, Tianyi Zhang +3Efficient Neural Network InferenceMultiple Instance Learning

    Nhu Department of Electrical Engineering and Computer Science, University of California, Irvine · Department of Electrical & Computer Engineering, National University of Singapore · PuzzleLogic Pte Ltd, Singapore 229594, Singapore

  11. SSMamba: A Self-Supervised Hybrid State Space Model for Pathological Image Classification

    Apr 17, 2026Enhui Chai, Sicheng Chen, Tianyi Zhang +2Self-Supervised LearningPathology Foundation Models

    School of Computer Science, Northwest University · PuzzleLogic Pte Ltd, Singapore 229594, Singapore · Department of Electrical & Computer Engineering, National University of Singapore +1

  12. HAMSA: Scanning-Free Vision State Space Models via SpectralPulseNet

    Apr 16, 2026Badri N. Patro, Vijay S. AgneeswaranFrequency-Domain Feature LearningVisual SSMs

    Microsoft

  13. On the Expressive Power and Limitations of Multi-Layer SSMs

    Apr 16, 2026Nikola Zubić, Qian Li, Yuyi Wang +1CoT ReasoningState Space Models

    Robotics and Perception Group University of Zurich · Shenzhen International Center For Industrial And Applied Mathematics Shenzhen Research Institute of Big Data · Tengen Intelligence Institute2026 CRRC Zhuzhou Institute

  14. Mamba-driven MRI-to-CT Synthesis for MRI-only Radiotherapy Planning

    Mar 24, 2026Konstantinos Barmpounakis, Theodoros P. Vagenas, Maria Vakalopoulou +1Medical Image SynthesisState Space Models

    School of Electrical and Computer Engineering, National Technical University of Athens · Archimedes, Athena Research Center · CentraleSupélec, University of Paris-Saclay

  15. Extending SSMs with the Exponentially Weighted Signature

    Mar 19, 2026Alexandre Bloch, Benjamin Walker, Joël Mouterde +3Dynamical SystemsTime Series Classification

    Mathematical Institute, University of Oxford · SKF · Department of Mathematics, Imperial College London

  16. State-space models through the lens of ensemble control

    Mar 13, 2026Ye Feng, Jianfeng LuMirror DescentOptimal Control

  17. Retrievit: In-context Retrieval Capabilities of Transformers, State Space Models, and Hybrid Architectures

    Mar 3, 2026Georgios Pantazopoulos, Malvina Nikandrou, Ioannis Konstas +1In-Context RetrievalTransformer

    University of Edinburgh · Heriot-Watt University

  18. Learning-to-Defer in Non-Stationary Time Series via Switching State-Space Models

    Jan 30, 2026Yannis Montreuil, Letian Yu, Axel Carlier +2Cost-Sensitive LearningAdaptive Model Routing

    School of Computing National University of Singapore · Université de Toulouse Fédération ENAC ISAE-SUPAERO ONERA · Institute for Infocomm Research A*STAR, Singapore

  19. Modeling Information Blackouts in Missing Not-At-Random Time Series Data

    Jan 4, 2026Aman Sunesh, Allan Ma, Siddarth NilolTime Series ImputationIncomplete Data Imputation

    New York University

  20. Lag Operator SSMs: A Geometric Framework for Structured State Space Modeling

    Dec 22, 2025Sutashu Tomonaga, Kenji Doya, Noboru MurataSequence ModelingState Space Models

    Okinawa Institute of Science and Technology · Waseda University

  21. Recursive Entropic Variational Inference for Nonlinear State-Space Models

    Nov 19, 2025Hany Abdulsamad, Ángel F. García-Fernández, Simo SärkkäBayesian FilteringVariational Inference

    Amsterdam Machine Learning Lab University of Amsterdam, Netherlands · Information Processing and Telecommunications Center Universidad Politécnica de Madrid, Spain · ELLIS Institute Finland Department of Electrical Engineering and Automation Aalto University, Finland

  22. PyDPF: A Python Package for Differentiable Particle Filtering

    Oct 29, 2025John-Joseph Brady, Benjamin Cox, Yunpeng Li +1Particle FilteringBayesian Filtering

    King’s College London · Max-Planck Institut für Physik · University of Edinburgh

  23. Beyond Semantics: How Temporal Biases Shape Retrieval in Transformer and State-Space Models

    Oct 26, 2025Anooshka Bajaj, Deven Mahesh Mistry, Sahaj Singh Maini +2In-Context LearningInduction Heads

    Department of Computer Science Indiana University Bloomington

  24. Data Efficient Any Transformer-to-Mamba Distillation via Attention Bridge

    Oct 22, 2025Penghao Wang, Yuhao Zhou, Mengxuan Wu +3Cross-Architecture Knowledge DistillationKnowledge Distillation

    National University of Singapore · The University of Texas at Austin

  25. Cortical-SSM: A Deep State Space Model for Motor Imagery Decoding from EEG Signals

    Oct 17, 2025Shuntaro Suzuki, Shunya Nagashima, Komei SugiuraMI ClassificationBrain-Computer Interfaces

    Keio University

  26. Aligning Inductive Bias for Data-Efficient Generalization in State Space Models

    Sep 25, 2025Qiyu Chen, Guozhang ChenSequence ModelingData-Efficient Learning

    School of Computer Science, National Key Laboratory for Multimedia Information Processing, Peking University, China · School of Physics, Peking University, China

  27. EEGDM: Label-Efficient EEG Representation Learning with Generative Diffusion Model

    Aug 13, 2025Jia Hong Puah, Sim Kuan Goh, Ziwei Zhang +6ElectroencephalographyEEG Seizure Detection

    School of Artificial Intelligence and Robotics, Xiamen University Malaysia · School of Energy and Chemical Engineering, Xiamen University Malaysia · Department of Biomedical Engineering, Universiti Malaya +3

  28. Keyframe-Centric State-Space Modeling for Burst Image Super-Resolution

    Mar 25, 2025Ozan Unal, Steven Marty, Dengxin DaiImage Super-ResolutionState Space Models

    Computer Vision Lab, Huawei Research Center Zurich, Switzerland

  29. Mamba-FSCIL: Dynamic Adaptation with Selective State Space Model for Few-Shot Class-Incremental Learning

    Jul 8, 2024Xiaojie Li, Yibo Yang, Jianlong Wu +4Class-Incremental LearningIncremental Learning

    School of Computer Science and Technology, Harbin Institute of Technology (Shenzhen), Shenzhen, China · Pengcheng Laboratory, Shenzhen, China · King Abdullah University of Science and Technology, Jeddah, Saudi Arabia +1

  30. SSM Meets Video Diffusion Models: Efficient Long-Term Video Generation with Structured State Spaces

    Mar 12, 2024Yuta Oshima, Shohei Taniguchi, Masahiro Suzuki +1Video Diffusion ModelsLong-Horizon Video Generation

    The University of Tokyo