| Reactive Message Passing for Scalable Bayesian Inference | Dec 25, 2021 | Bayesian InferenceState Space Models | CodeCode Available | 1 | 5 |
| Learning neural state-space models: do we need a state estimator? | Jun 26, 2022 | State EstimationState Space Models | CodeCode Available | 1 | 5 |
| Recurrent Distance Filtering for Graph Representation Learning | Dec 3, 2023 | Graph ClassificationGraph Representation Learning | CodeCode Available | 1 | 5 |
| KM-UNet KAN Mamba UNet for medical image segmentation | Jan 5, 2025 | Computational EfficiencyImage Segmentation | CodeCode Available | 1 | 5 |
| It's Raw! Audio Generation with State-Space Models | Feb 20, 2022 | Audio GenerationDensity Estimation | CodeCode Available | 1 | 5 |
| L^2M: Mutual Information Scaling Law for Long-Context Language Modeling | Mar 6, 2025 | Language ModelingLanguage Modelling | CodeCode Available | 1 | 5 |
| Recursive Gaussian Process State Space Model | Nov 22, 2024 | Computational EfficiencyHyperparameter Optimization | CodeCode Available | 1 | 5 |
| Rethinking Token Reduction for State Space Models | Oct 16, 2024 | MambaState Space Models | CodeCode Available | 1 | 5 |
| Bayes-Newton Methods for Approximate Bayesian Inference with PSD Guarantees | Nov 2, 2021 | Bayesian InferenceGaussian Processes | CodeCode Available | 1 | 5 |
| Pretraining Without Attention | Dec 20, 2022 | State Space Models | CodeCode Available | 1 | 5 |
| Probabilistic Recurrent State-Space Models | Jan 31, 2018 | Gaussian ProcessesState Space Models | CodeCode Available | 1 | 5 |
| Posterior Sampling for Deep Reinforcement Learning | Apr 30, 2023 | Computational EfficiencyDeep Reinforcement Learning | CodeCode Available | 1 | 5 |
| A Neural State-Space Model Approach to Efficient Speech Separation | May 26, 2023 | Representation LearningSpeech Separation | CodeCode Available | 1 | 5 |
| Implicit Language Models are RNNs: Balancing Parallelization and Expressivity | Feb 10, 2025 | Language ModelingLanguage Modelling | CodeCode Available | 1 | 5 |
| PowerMamba: A Deep State Space Model and Comprehensive Benchmark for Time Series Prediction in Electric Power Systems | Dec 9, 2024 | BenchmarkingPrediction | CodeCode Available | 1 | 5 |
| Physics-Driven Autoregressive State Space Models for Medical Image Reconstruction | Dec 12, 2024 | Image ReconstructionSensitivity | CodeCode Available | 1 | 5 |
| Particle-MALA and Particle-mGRAD: Gradient-based MCMC methods for high-dimensional state-space models | Jan 26, 2024 | Bayesian InferenceState Space Models | CodeCode Available | 1 | 5 |
| Physics-guided Deep Markov Models for Learning Nonlinear Dynamical Systems with Uncertainty | Oct 16, 2021 | State Space ModelsVariational Inference | CodeCode Available | 1 | 5 |
| Image Deraining with Frequency-Enhanced State Space Model | May 26, 2024 | modelRain Removal | CodeCode Available | 1 | 5 |
| HRSAM: Efficient Interactive Segmentation in High-Resolution Images | Jul 2, 2024 | Data AugmentationGPU | CodeCode Available | 1 | 5 |
| Parameter-Efficient Fine-Tuning of State Space Models | Oct 11, 2024 | Language ModelingLanguage Modelling | CodeCode Available | 1 | 5 |
| LOCOST: State-Space Models for Long Document Abstractive Summarization | Jan 31, 2024 | Abstractive Text SummarizationBook summarization | CodeCode Available | 1 | 5 |
| Deep State Space Models for Nonlinear System Identification | Mar 31, 2020 | Deep LearningState Space Models | CodeCode Available | 1 | 5 |
| QuadMamba: Learning Quadtree-based Selective Scan for Visual State Space Model | Oct 9, 2024 | image-classificationImage Classification | CodeCode Available | 1 | 5 |
| Differentiable Particle Filtering via Entropy-Regularized Optimal Transport | Feb 15, 2021 | State Space ModelsVariational Inference | CodeCode Available | 1 | 5 |
| Diffusion-based Conditional ECG Generation with Structured State Space Models | Jan 19, 2023 | State Space ModelsSynthetic Data Generation | CodeCode Available | 1 | 5 |
| PixMamba: Leveraging State Space Models in a Dual-Level Architecture for Underwater Image Enhancement | Jun 12, 2024 | Computational EfficiencyImage Enhancement | CodeCode Available | 1 | 5 |
| RankMamba: Benchmarking Mamba's Document Ranking Performance in the Era of Transformers | Mar 27, 2024 | BenchmarkingDocument Ranking | CodeCode Available | 1 | 5 |
| DiMSUM: Diffusion Mamba -- A Scalable and Unified Spatial-Frequency Method for Image Generation | Nov 6, 2024 | Image GenerationInductive Bias | CodeCode Available | 1 | 5 |
| OccMamba: Semantic Occupancy Prediction with State Space Models | Aug 19, 2024 | MambaPrediction | CodeCode Available | 1 | 5 |
| Deep Latent State Space Models for Time-Series Generation | Dec 24, 2022 | State Space ModelsTime Series | CodeCode Available | 1 | 5 |
| Learning Brain Tumor Representation in 3D High-Resolution MR Images via Interpretable State Space Models | Sep 12, 2024 | Self-Supervised LearningState Space Models | CodeCode Available | 1 | 5 |
| O-Mamba: O-shape State-Space Model for Underwater Image Enhancement | Aug 23, 2024 | Image EnhancementMamba | CodeCode Available | 1 | 5 |
| Online Variational Filtering and Parameter Learning | Oct 26, 2021 | State EstimationState Space Models | CodeCode Available | 1 | 5 |
| NLLG Quarterly arXiv Report 09/24: What are the most influential current AI Papers? | Dec 2, 2024 | State Space Models | CodeCode Available | 1 | 5 |
| Normalizing Flow-based Differentiable Particle Filters | Mar 3, 2024 | Density EstimationNormalising Flows | CodeCode Available | 1 | 5 |
| Neural Continuous-Discrete State Space Models for Irregularly-Sampled Time Series | Jan 26, 2023 | Bayesian InferenceImputation | CodeCode Available | 1 | 5 |
| Never Train from Scratch: Fair Comparison of Long-Sequence Models Requires Data-Driven Priors | Oct 4, 2023 | DenoisingState Space Models | CodeCode Available | 1 | 5 |
| Novel Object 6D Pose Estimation with a Single Reference View | Mar 7, 2025 | 6D Pose EstimationPose Estimation | CodeCode Available | 1 | 5 |
| On the Expressiveness and Length Generalization of Selective State-Space Models on Regular Languages | Dec 26, 2024 | State Space Models | CodeCode Available | 1 | 5 |
| Deciphering Movement: Unified Trajectory Generation Model for Multi-Agent | May 27, 2024 | ImputationMamba | CodeCode Available | 1 | 5 |
| DA-Mamba: Domain Adaptive Hybrid Mamba-Transformer Based One-Stage Object Detection | Feb 16, 2025 | Domain AdaptationKnowledge Distillation | CodeCode Available | 1 | 5 |
| Automatic Rao-Blackwellization for Sequential Monte Carlo with Belief Propagation | Dec 15, 2023 | Bayesian InferenceState Space Models | CodeCode Available | 1 | 5 |
| GD-VAEs: Geometric Dynamic Variational Autoencoders for Learning Nonlinear Dynamics and Dimension Reductions | Jun 10, 2022 | State Space Models | CodeCode Available | 1 | 5 |
| Flash STU: Fast Spectral Transform Units | Sep 16, 2024 | State Space Models | CodeCode Available | 1 | 5 |
| MaIL: Improving Imitation Learning with Mamba | Jun 12, 2024 | DecoderImitation Learning | CodeCode Available | 1 | 5 |
| Activating Wider Areas in Image Super-Resolution | Mar 13, 2024 | Image Super-ResolutionMamba | CodeCode Available | 1 | 5 |
| GenMapping: Unleashing the Potential of Inverse Perspective Mapping for Robust Online HD Map Construction | Sep 13, 2024 | Autonomous DrivingData Augmentation | CodeCode Available | 1 | 5 |
| DASS: Distilled Audio State Space Models Are Stronger and More Duration-Scalable Learners | Jul 4, 2024 | Audio ClassificationAudio Tagging | CodeCode Available | 1 | 5 |
| Audio Mamba: Selective State Spaces for Self-Supervised Audio Representations | Jun 4, 2024 | Language ModellingMamba | CodeCode Available | 1 | 5 |
