| Mamba-ND: Selective State Space Modeling for Multi-Dimensional Data | Feb 8, 2024 | Action RecognitionMamba | CodeCode Available | 2 |
| Scalable Diffusion Models with State Space Backbone | Feb 8, 2024 | Conditional Image GenerationImage Generation | CodeCode Available | 2 |
| Vivim: a Video Vision Mamba for Medical Video Segmentation | Jan 25, 2024 | Lesion SegmentationMamba | CodeCode Available | 2 |
| Vision Mamba: Efficient Visual Representation Learning with Bidirectional State Space Model | Jan 17, 2024 | GPUImage Classification | CodeCode Available | 2 |
| Laughing Hyena Distillery: Extracting Compact Recurrences From Convolutions | Oct 28, 2023 | State Space Models | CodeCode Available | 2 |
| Simple Hardware-Efficient Long Convolutions for Sequence Modeling | Feb 13, 2023 | GPUimage-classification | CodeCode Available | 2 |
| Hungry Hungry Hippos: Towards Language Modeling with State Space Models | Dec 28, 2022 | 8kCoreference Resolution | CodeCode Available | 2 |
| Liquid Structural State-Space Models | Sep 26, 2022 | Heart rate estimationLong-range modeling | CodeCode Available | 2 |
| Mega: Moving Average Equipped Gated Attention | Sep 21, 2022 | Image ClassificationInductive Bias | CodeCode Available | 2 |
| Diffusion-based Time Series Imputation and Forecasting with Structured State Space Models | Aug 19, 2022 | ImputationMissing Values | CodeCode Available | 2 |
| Simplified State Space Layers for Sequence Modeling | Aug 9, 2022 | Computational EfficiencyListOps | CodeCode Available | 2 |
| Spatio-Temporal State Space Model For Efficient Event-Based Optical Flow | Jun 9, 2025 | Computational EfficiencyEvent-based Optical Flow | CodeCode Available | 1 |
| MODEM: A Morton-Order Degradation Estimation Mechanism for Adverse Weather Image Recovery | May 23, 2025 | Image RestorationState Space Models | CodeCode Available | 1 |
| Mamba-Sea: A Mamba-based Framework with Global-to-Local Sequence Augmentation for Generalizable Medical Image Segmentation | Apr 24, 2025 | Domain GeneralizationImage Segmentation | CodeCode Available | 1 |
| LongMamba: Enhancing Mamba's Long Context Capabilities via Training-Free Receptive Field Enlargement | Apr 22, 2025 | BenchmarkingLanguage Modeling | CodeCode Available | 1 |
| Change State Space Models for Remote Sensing Change Detection | Apr 15, 2025 | Change DetectionComputational Efficiency | CodeCode Available | 1 |
| Learning Phase Distortion with Selective State Space Models for Video Turbulence Mitigation | Apr 3, 2025 | State Space Models | CodeCode Available | 1 |
| VADMamba: Exploring State Space Models for Fast Video Anomaly Detection | Mar 27, 2025 | Anomaly DetectionComputational Efficiency | CodeCode Available | 1 |
| Exploiting Temporal State Space Sharing for Video Semantic Segmentation | Mar 26, 2025 | MambaSemantic Segmentation | CodeCode Available | 1 |
| MamBEV: Enabling State Space Models to Learn Birds-Eye-View Representations | Mar 18, 2025 | Autonomous DrivingMamba | CodeCode Available | 1 |
| State Space Model Meets Transformer: A New Paradigm for 3D Object Detection | Mar 18, 2025 | 3D Object DetectionDecoder | CodeCode Available | 1 |
| Mamba time series forecasting with uncertainty quantification | Mar 13, 2025 | MambaProbabilistic Time Series Forecasting | CodeCode Available | 1 |
| Novel Object 6D Pose Estimation with a Single Reference View | Mar 7, 2025 | 6D Pose EstimationPose Estimation | CodeCode Available | 1 |
| L^2M: Mutual Information Scaling Law for Long-Context Language Modeling | Mar 6, 2025 | Language ModelingLanguage Modelling | CodeCode Available | 1 |
| State-offset Tuning: State-based Parameter-Efficient Fine-Tuning for State Space Models | Mar 5, 2025 | parameter-efficient fine-tuningState Space Models | CodeCode Available | 1 |
| EndoMamba: An Efficient Foundation Model for Endoscopic Videos via Hierarchical Pre-training | Feb 26, 2025 | MambaRepresentation Learning | CodeCode Available | 1 |
| A Reverse Mamba Attention Network for Pathological Liver Segmentation | Feb 23, 2025 | Computational EfficiencyLiver Segmentation | CodeCode Available | 1 |
| Linear Attention for Efficient Bidirectional Sequence Modeling | Feb 22, 2025 | State Space Models | CodeCode Available | 1 |
| DA-Mamba: Domain Adaptive Hybrid Mamba-Transformer Based One-Stage Object Detection | Feb 16, 2025 | Domain AdaptationKnowledge Distillation | CodeCode Available | 1 |
| LOB-Bench: Benchmarking Generative AI for Finance -- an Application to Limit Order Book Data | Feb 13, 2025 | BenchmarkingState Space Models | CodeCode Available | 1 |
| Implicit Language Models are RNNs: Balancing Parallelization and Expressivity | Feb 10, 2025 | Language ModelingLanguage Modelling | CodeCode Available | 1 |
| DH-Mamba: Exploring Dual-domain Hierarchical State Space Models for MRI Reconstruction | Jan 14, 2025 | DiversityMamba | CodeCode Available | 1 |
| KM-UNet KAN Mamba UNet for medical image segmentation | Jan 5, 2025 | Computational EfficiencyImage Segmentation | CodeCode Available | 1 |
| Mamba4D: Efficient 4D Point Cloud Video Understanding with Disentangled Spatial-Temporal State Space Models | Jan 1, 2025 | Action RecognitionAction Segmentation | CodeCode Available | 1 |
| Understanding and Mitigating Bottlenecks of State Space Models through the Lens of Recency and Over-smoothing | Dec 31, 2024 | State Space Models | CodeCode Available | 1 |
| On the Expressiveness and Length Generalization of Selective State-Space Models on Regular Languages | Dec 26, 2024 | State Space Models | CodeCode Available | 1 |
| VisionGRU: A Linear-Complexity RNN Model for Efficient Image Analysis | Dec 24, 2024 | image-classificationImage Classification | CodeCode Available | 1 |
| Brain-to-Text Benchmark '24: Lessons Learned | Dec 23, 2024 | Language ModelingLanguage Modelling | CodeCode Available | 1 |
| Mamba2D: A Natively Multi-Dimensional State-Space Model for Vision Tasks | Dec 20, 2024 | image-classificationImage Classification | CodeCode Available | 1 |
| Physics-Driven Autoregressive State Space Models for Medical Image Reconstruction | Dec 12, 2024 | Image ReconstructionSensitivity | CodeCode Available | 1 |
| Selective Visual Prompting in Vision Mamba | Dec 12, 2024 | MambaState Space Models | CodeCode Available | 1 |
| PowerMamba: A Deep State Space Model and Comprehensive Benchmark for Time Series Prediction in Electric Power Systems | Dec 9, 2024 | BenchmarkingPrediction | CodeCode Available | 1 |
| NLLG Quarterly arXiv Report 09/24: What are the most influential current AI Papers? | Dec 2, 2024 | State Space Models | CodeCode Available | 1 |
| Attamba: Attending To Multi-Token States | Nov 26, 2024 | ChunkingState Space Models | CodeCode Available | 1 |
| Recursive Gaussian Process State Space Model | Nov 22, 2024 | Computational EfficiencyHyperparameter Optimization | CodeCode Available | 1 |
| DiMSUM: Diffusion Mamba -- A Scalable and Unified Spatial-Frequency Method for Image Generation | Nov 6, 2024 | Image GenerationInductive Bias | CodeCode Available | 1 |
| Birdie: Advancing State Space Models with Reward-Driven Objectives and Curricula | Nov 1, 2024 | Computational EfficiencyQuestion Answering | CodeCode Available | 1 |
| SambaMixer: State of Health Prediction of Li-ion Batteries using Mamba State Space Models | Oct 31, 2024 | Li-ion State of Health EstimationMamba | CodeCode Available | 1 |
| Long-context Protein Language Modeling Using Bidirectional Mamba with Shared Projection Layers | Oct 29, 2024 | Drug DesignLanguage Modeling | CodeCode Available | 1 |
| FACTS: A Factored State-Space Framework For World Modelling | Oct 28, 2024 | Multivariate Time Series ForecastingState Space Models | CodeCode Available | 1 |