State Space Models

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Period ending 2026-09-14

3 new papers

A weekly snapshot of new work published in State Space Models.

Period ending 2026-09-07

3 new papers

A weekly snapshot of new work published in State Space Models.

180 papers

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  1. 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 IdentificationStochastic Dynamics

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

    Sep 8, 2026Amit Ben-Artzy, Roy SchwartzRepresentational CapacityRepresentation Space

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

    Sep 7, 2026Rui Barreira, Taylan Soydan, Francesco Scipione +2Continuum DynamicsState Space Models

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

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

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

    Sep 1, 2026Xin Zhang, Lin Li, Chuanbo Liu +2Neural Audio CodecsResidual Quantization

  6. 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

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

    Aug 30, 2026Jackson R. Ye, Alexandre V. MorozovSpatial Reverse Mamba Attention NetworkState Space Models

  8. Logos: An Agent Harness on a Cross-Process Bus

    Aug 28, 2026Hanzhang Jia, Liheng Zeng, Hao Cheng +2Agent HarnessPeer-To-Peer

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

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

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

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

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

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

  12. 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

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

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

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

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

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

    Aug 4, 2026Xiaohe Li, Yang LuState Space Models

  16. 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 GenerationPrefill

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

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

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

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

  19. 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-PhonemeLarge Language Model Decoding

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

    Jul 26, 2026Kavish Jhaveri, Arya ShahSketchesAutoregressive Generation

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

    Jul 23, 2026Hyuk Lim, Seunghyun YoonRecurrent StateBiological Memory

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

    Jul 22, 2026Ivan PalaginState Space ModelsContrastive Learning

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

    Jul 22, 2026Hang Ye, Xinyan Jiang, Yuedong Shi +5Energy ForecastingState Space Models

  24. 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

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

    Jul 21, 2026Faraz Dadgostari, Neda NazemiStructural Causal ModelIdentifiability

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

    Jul 21, 2026Atahan Dokme, Larry HeckLarge Language Model AdaptationMamba-Modulated Low-Rank Adaptation

  27. 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 OuU-NetMedical Image Segmentation

  28. Incomplete Observations Boost Evolutionary Performance in Ocean Modeling

    Jul 21, 2026Yangyang Kong, Yutong Jiang, Yanhai Gan +3Data AssimilationOcean Dynamics

  29. Adaptive Mamba Neural Operators

    Jul 20, 2026Zeyuan Song, Zheyu JiangNeural OperatorsPartial Differential Equations

  30. fSRD: Fuzzy Spectral Region Decomposition -- Automated Multi Operator Koopman Representations via an Adaptive Spectral Learning Architecture

    Jul 20, 2026Charles Bokor, Mark Cary, Denise Morrey +1Koopman OperatorSpectral Algorithms

  31. Organization of computation in reservoir computing

    Jul 20, 2026Mohab Abdalla, Damien RontaniReservoir ComputingState Space Models

  32. Online learning of neural state-space models

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

  33. Weakly-Supervised RGB-D Salient Object Detection via SAM-driven Pseudo Annotation and State Space Interaction-based Diffusion

    Jul 16, 2026Wenqi Si, Gongyang Li, Shixiang Shi +1SaliencyFeature Pyramid Networks

  34. DCVC-MB: Neural B-Frame Video Compression using State Space Models

    Jul 15, 2026Arjun Arora, Calvin-Khang Ta, Carlos Restrepo-Galeano +7Neural Video CompressionUltra-Low Bitrates

  35. Discrete Diffusion Models: A Unified Framework from Tokenization to Generation

    Jul 15, 2026Ye Yuan, Weien Li, Rui Song +19Diffusion ModelsState Space Models

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

    Jul 14, 2026Sheng-Wei Chan, Chia-Min Lin, Hsin-Jui Pan +4Yolo26Feature Pyramid Networks

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

    Jul 14, 2026Songru Yang, Zili Liu, Tao Han +7Weather ModelsState Space Models

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

    Jul 13, 2026Raktim BhattacharyaState Space ModelsModel Selection

  39. DSSMs: State Space Models with Explicit Memory via Delay Differential Equations

    Jul 11, 2026Yixiao Qian, Song Chen, Jiaxu Liu +2State Space ModelsTemporal Learnability

  40. Remembering Distinct Items, Not Tokens: A Learnable Dirichlet-Process Cache Between State-Space Models and Attention

    Jul 10, 2026Siddharth Pal, Viktoria RojkovaRecurrent StateCache

  41. FMMVCC: Fuzzy Mamba-based Multi-View Contrastive Clustering for Univariate Time Series

    Jul 8, 2026Donato Cerciello, Leonardo Schiavo, Angel Panizo-LLedot +2Time-Series ClassificationTime Series

  42. Neural-ESO: A Dual-Pathway Architecture for Provably Robust Learning-Based Control

    Jul 7, 2026Fan Zhang, Richie Suganda, Jinfeng Chen +4Feedback LinearizationLyapunov Function

  43. UniSkip-Mamba: A Frequency-Aware State Space Model for Audio-Visual Temporal Forgery Localization

    Jul 5, 2026Cangjin Qiu, Quan Zhang, Dan Jiang +1Frequency-Aware Structural AggregationFace Forgery Detection

  44. Vision Non-Causal Trapezoidal Mamba: Eliminating Directional Scanning in Vision SSMs with Second-Order Dynamics

    Jul 3, 2026Anvitha Ramachandran, Dhruv Parikh, Haoyang Fan +2Self-Supervised Vision TransformersState Space Models

  45. Lacuna Inc. at SemEval-2026 Task 4: Structurally Gated State-Space Models for Disentangling Narrative Similarity

    Jul 3, 2026Aleksey Kudelya, Rafif Alshawi, Alexander ShirninNarrativesHierarchical Semantic Alignment

  46. MambaLIE: Scene Light Intensity-Boosted Low-Light Image Enhancement with State Space Model

    Jul 3, 2026Wanshu Fan, Xiangyu Li, Cong Wang +4Low-Light Image EnhancementMamba-Based Models

  47. SUNTA: Hierarchical Video Prediction with Surprise-based Chunking

    Jul 2, 2026Tomoshi Iiyama, Masahiro Suzuki, Yutaka MatsuoLong-Horizon ForecastingVideo Representation

  48. RCL-Mamba: A Dual-domain State Space Model for Measurement-oriented Image Restoration in Rotational Sparse-View Scanning Computed Laminography

    Jun 30, 2026Xuyang Duan, Genyuan Zhang, Zhenjiang Dong +4Image RestorationRestoration

  49. A Bayesian Filtering Approach for Learning Lagrangian Dynamics from Noisy Measurements

    Jun 30, 2026Kundan Kumar, Shreya Das, Simo SärkkäBayesian FilteringLagrangian Methods

  50. MuonSSM: Orthogonalizing State Space Models for Sequence Modeling

    Jun 29, 2026Thai-Khanh Nguyen, Ngoc-Bich-Uyen Vo, Thieu N. Vo +2State Space ModelsSequence Modeling

  51. SUMO: Segment and Track Any Motion with Nonlinear State Space Models

    Jun 29, 2026Kexin Tian, Sixu Li, Keshu Wu +2Video Object SegmentationMulti-Object Tracking

  52. Improvement of Robot's Simultaneous Localization and Mapping Using an Effective Transformation to Achieve Linear Model

    Jun 26, 2026Seyed Farzad Bahreinian, Maziar Palhang, Mohammad Reza Taban +1Simultaneous Localization And MappingExtended Kalman Filter

  53. SSM Adapters via Hankel Reduced-order Modeling: Injection Site Determines Task Suitability in Long-Context Fine-Tuning

    Jun 24, 2026Omanshu ThapliyalEfficient Long-Context InferenceState Space Models

  54. State Space Models Meet Remote Sensing: A Survey

    Jun 24, 2026Qinzhe Yang, Chenyang Liu, Jia Xu +2State Space ModelsRemote Sensing

  55. MambaRaw: Selective State Space Modeling for Efficient 4K Raw Image Reconstruction

    Jun 23, 2026Peize Li, Fanhu Zeng, Tongda Xu +5Image ReconstructionMedmamba

  56. Stochastic Expectation Maximization for Robust State-Space Radio Interferometric Imaging

    Jun 22, 2026Nawel Arab, Mohammed Nabil El Korso, Isabelle Vin +1State Space ModelsExpectation-Maximization

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

    Jun 22, 2026Merveilles Agbeti-Messan, Pierrick Tranouez, Stéphane Nicolas +2State Space ModelsOptical Character Recognition

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

    Jun 22, 2026Xiaobin Hu, Haoyang He, Bo Yin +5Unsupervised Anomaly DetectionAnomaly Detection

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

    Jun 22, 2026Hu Gao, Changshuo Wang, Yulong Chen +1Image RestorationMamba-Based Models

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

    Jun 19, 2026Jiho Choi, Sang Jun LeeRemote PhotoplethysmographyNaturalistic Driving Data