| Limits of Deep Learning: Sequence Modeling through the Lens of Complexity Theory | May 26, 2024 | State Space Models | —Unverified | 0 |
| MambaLLIE: Implicit Retinex-Aware Low Light Enhancement with Global-then-Local State Space | May 25, 2024 | Image EnhancementLong-range modeling | —Unverified | 0 |
| Time-SSM: Simplifying and Unifying State Space Models for Time Series Forecasting | May 25, 2024 | MambaState Space Models | —Unverified | 0 |
| Understanding the differences in Foundation Models: Attention, State Space Models, and Recurrent Neural Networks | May 24, 2024 | State Space Models | CodeCode Available | 0 |
| MUCM-Net: A Mamba Powered UCM-Net for Skin Lesion Segmentation | May 24, 2024 | Computational EfficiencyLesion Segmentation | CodeCode Available | 0 |
| MAMBA4D: Efficient Long-Sequence Point Cloud Video Understanding with Disentangled Spatial-Temporal State Space Models | May 23, 2024 | Action RecognitionAction Segmentation | —Unverified | 0 |
| Scalable Visual State Space Model with Fractal Scanning | May 23, 2024 | image-classificationImage Classification | —Unverified | 0 |
| HOPE for a Robust Parameterization of Long-memory State Space Models | May 22, 2024 | State Space Models | CodeCode Available | 0 |
| Audio Mamba: Pretrained Audio State Space Model For Audio Tagging | May 22, 2024 | Audio TaggingMamba | —Unverified | 0 |
| HeteGraph-Mamba: Heterogeneous Graph Learning via Selective State Space Model | May 22, 2024 | Graph LearningMamba | —Unverified | 0 |
| Physics-Guided State-Space Model Augmentation Using Weighted Regularized Neural Networks | May 16, 2024 | State Space Models | —Unverified | 0 |
| Unsupervised multimodal modeling of cognitive and brain health trajectories for early dementia prediction | May 10, 2024 | State Space ModelsTrajectory Modeling | CodeCode Available | 0 |
| Regime Learning for Differentiable Particle Filters | May 8, 2024 | State Space Models | CodeCode Available | 0 |
| Weighted Least-Squares PARSIM | May 7, 2024 | State Space Models | —Unverified | 0 |
| Comparative Study of State-based Neural Networks for Virtual Analog Audio Effects Modeling | May 7, 2024 | Audio Effects ModelingAudio Signal Processing | —Unverified | 0 |
| From Generalization Analysis to Optimization Designs for State Space Models | May 4, 2024 | State Space ModelsTime Series | —Unverified | 0 |
| SOAR: Advancements in Small Body Object Detection for Aerial Imagery Using State Space Models and Programmable Gradients | May 2, 2024 | image-classificationImage Classification | —Unverified | 0 |
| Revisiting Multi-modal Emotion Learning with Broad State Space Models and Probability-guidance Fusion | Apr 27, 2024 | DisentanglementEmotion Classification | —Unverified | 0 |
| Learning World Models With Hierarchical Temporal Abstractions: A Probabilistic Perspective | Apr 24, 2024 | State Space Models | —Unverified | 0 |
| LongVQ: Long Sequence Modeling with Vector Quantization on Structured Memory | Apr 17, 2024 | Computational EfficiencyLanguage Modeling | —Unverified | 0 |
| State-space Decomposition Model for Video Prediction Considering Long-term Motion Trend | Apr 17, 2024 | motion predictionPrediction | —Unverified | 0 |
| CU-Mamba: Selective State Space Models with Channel Learning for Image Restoration | Apr 17, 2024 | Image RestorationMamba | —Unverified | 0 |
| Variational quantization for state space models | Apr 17, 2024 | QuantizationState Space Models | CodeCode Available | 0 |
| HumMUSS: Human Motion Understanding using State Space Models | Apr 16, 2024 | Action RecognitionPose Estimation | —Unverified | 0 |
| HSIDMamba: Exploring Bidirectional State-Space Models for Hyperspectral Denoising | Apr 15, 2024 | Computational EfficiencyDenoising | —Unverified | 0 |
| A data-driven approach to UIO-based fault diagnosis | Apr 9, 2024 | Fault DiagnosisState Space Models | —Unverified | 0 |
| InsectMamba: Insect Pest Classification with State Space Model | Apr 4, 2024 | ClassificationDiversity | —Unverified | 0 |
| On the reduction of Linear Parameter-Varying State-Space models | Apr 2, 2024 | BenchmarkingDimensionality Reduction | —Unverified | 0 |
| SpikeMba: Multi-Modal Spiking Saliency Mamba for Temporal Video Grounding | Apr 1, 2024 | MambaState Space Models | —Unverified | 0 |
| MambaMixer: Efficient Selective State Space Models with Dual Token and Channel Selection | Mar 29, 2024 | channel selectionImage Classification | —Unverified | 0 |
| Incorporating Exponential Smoothing into MLP: A Simple but Effective Sequence Model | Mar 26, 2024 | Inductive BiasState Space Models | CodeCode Available | 0 |
| Rotate to Scan: UNet-like Mamba with Triplet SSM Module for Medical Image Segmentation | Mar 26, 2024 | Image SegmentationMamba | —Unverified | 0 |
| Integrating Mamba Sequence Model and Hierarchical Upsampling Network for Accurate Semantic Segmentation of Multiple Sclerosis Legion | Mar 26, 2024 | Decision MakingImage Segmentation | —Unverified | 0 |
| Serpent: Scalable and Efficient Image Restoration via Multi-scale Structured State Space Models | Mar 26, 2024 | GPUImage Restoration | —Unverified | 0 |
| Modeling Analog Dynamic Range Compressors using Deep Learning and State-space Models | Mar 24, 2024 | Deep LearningState Space Models | —Unverified | 0 |
| Model order reduction of deep structured state-space models: A system-theoretic approach | Mar 21, 2024 | State Space Models | —Unverified | 0 |
| VL-Mamba: Exploring State Space Models for Multimodal Learning | Mar 20, 2024 | Language ModelingLanguage Modelling | —Unverified | 0 |
| Understanding Robustness of Visual State Space Models for Image Classification | Mar 16, 2024 | Adversarial Robustnessimage-classification | CodeCode Available | 0 |
| Regularization-Based Efficient Continual Learning in Deep State-Space Models | Mar 15, 2024 | Continual LearningState Space Models | —Unverified | 0 |
| A multi-cohort study on prediction of acute brain dysfunction states using selective state space models | Mar 11, 2024 | DiagnosticMamba | —Unverified | 0 |
| On the computation of stable coupled state-space models for dynamic substructuring applications | Mar 5, 2024 | State Space Models | —Unverified | 0 |
| Differentiable Particle Filtering using Optimal Placement Resampling | Feb 26, 2024 | parameter estimationState Space Models | —Unverified | 0 |
| Graph Mamba: Towards Learning on Graphs with State Space Models | Feb 13, 2024 | Graph Representation LearningMamba | CodeCode Available | 0 |
| On Provable Length and Compositional Generalization | Feb 7, 2024 | DiversityOut-of-Distribution Generalization | CodeCode Available | 0 |
| Importance sampling for online variational learning | Feb 5, 2024 | State Space Models | —Unverified | 0 |
| Contingency Detection in Modern Power Systems: A Stochastic Hybrid System Method | Feb 2, 2024 | State Space Models | —Unverified | 0 |
| Online Variational Sequential Monte Carlo | Dec 19, 2023 | parameter estimationState Space Models | CodeCode Available | 0 |
| Variational excess risk bound for general state space models | Dec 15, 2023 | State Space Models | —Unverified | 0 |
| Learning Long Sequences in Spiking Neural Networks | Dec 14, 2023 | image-classificationImage Classification | —Unverified | 0 |
| Structured state-space models are deep Wiener models | Dec 11, 2023 | State Space Models | CodeCode Available | 0 |