| Parallelizing Autoregressive Generation with Variational State Space Models | Jul 11, 2024 | DecoderMamba | —Unverified | 0 |
| Towards a theory of learning dynamics in deep state space models | Jul 10, 2024 | State Space Models | —Unverified | 0 |
| Uncertainty-preserving deep knowledge tracing with state-space models | Jul 9, 2024 | Knowledge TracingState Space Models | —Unverified | 0 |
| RotRNN: Modelling Long Sequences with Rotations | Jul 9, 2024 | State Space Models | —Unverified | 0 |
| B'MOJO: Hybrid State Space Realizations of Foundation Models with Eidetic and Fading Memory | Jul 8, 2024 | Language ModelingLanguage Modelling | —Unverified | 0 |
| Neural population dynamics in songbird RA and HVC during learned motor-vocal behavior | Jul 8, 2024 | State Space Models | —Unverified | 0 |
| Mamba-FSCIL: Dynamic Adaptation with Selective State Space Model for Few-Shot Class-Incremental Learning | Jul 8, 2024 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 |
| Self-Prior Guided Mamba-UNet Networks for Medical Image Super-Resolution | Jul 8, 2024 | Image Super-ResolutionMamba | —Unverified | 0 |
| On the Power of Convolution Augmented Transformer | Jul 8, 2024 | Language ModelingLanguage Modelling | —Unverified | 0 |
| How Effective are State Space Models for Machine Translation? | Jul 7, 2024 | Machine TranslationMamba | CodeCode Available | 0 |
| Mamba Hawkes Process | Jul 7, 2024 | Computational EfficiencyMamba | —Unverified | 0 |
| DASS: Distilled Audio State Space Models Are Stronger and More Duration-Scalable Learners | Jul 4, 2024 | Audio ClassificationAudio Tagging | CodeCode Available | 1 |
| BVI-RLV: A Fully Registered Dataset and Benchmarks for Low-Light Video Enhancement | Jul 3, 2024 | MambaState Space Models | —Unverified | 0 |
| VFIMamba: Video Frame Interpolation with State Space Models | Jul 2, 2024 | 2k4k | CodeCode Available | 2 |
| HRSAM: Efficient Interactive Segmentation in High-Resolution Images | Jul 2, 2024 | Data AugmentationGPU | CodeCode Available | 1 |
| xLSTM-UNet can be an Effective 2D & 3D Medical Image Segmentation Backbone with Vision-LSTM (ViL) better than its Mamba Counterpart | Jul 1, 2024 | 3D Medical Imaging Segmentationimage-classification | CodeCode Available | 3 |
| Machine Learning Models for Dengue Forecasting in Singapore | Jun 29, 2024 | State Space Models | —Unverified | 0 |
| Learning Time-Varying Multi-Region Communications via Scalable Markovian Gaussian Processes | Jun 29, 2024 | Gaussian ProcessesState Space Models | —Unverified | 0 |
| Time Series Clustering with General State Space Models via Stochastic Variational Inference | Jun 29, 2024 | Clusteringparameter estimation | CodeCode Available | 0 |
| Pamba: Enhancing Global Interaction in Point Clouds via State Space Model | Jun 25, 2024 | 3D Semantic SegmentationMamba | —Unverified | 0 |
| Venturing into Uncharted Waters: The Navigation Compass from Transformer to Mamba | Jun 24, 2024 | MambaState Space Models | —Unverified | 0 |
| KalMamba: Towards Efficient Probabilistic State Space Models for RL under Uncertainty | Jun 21, 2024 | Computational EfficiencyMamba | —Unverified | 0 |
| LFMamba: Light Field Image Super-Resolution with State Space Model | Jun 18, 2024 | Image Super-ResolutionMamba | —Unverified | 0 |
| Slot State Space Models | Jun 18, 2024 | MambaState Space Models | CodeCode Available | 1 |
| Delay Embedding Theory of Neural Sequence Models | Jun 17, 2024 | Inductive BiasState Space Models | —Unverified | 0 |
| Voxel Mamba: Group-Free State Space Models for Point Cloud based 3D Object Detection | Jun 15, 2024 | 3D Object DetectionComputational Efficiency | CodeCode Available | 2 |
| SHMamba: Structured Hyperbolic State Space Model for Audio-Visual Question Answering | Jun 14, 2024 | Audio-visual Question AnsweringAudio-Visual Question Answering (AVQA) | —Unverified | 0 |
| Q-S5: Towards Quantized State Space Models | Jun 13, 2024 | Computational EfficiencyQuantization | CodeCode Available | 0 |
| State-Space Modeling in Long Sequence Processing: A Survey on Recurrence in the Transformer Era | Jun 13, 2024 | State Space Models | —Unverified | 0 |
| Towards Evaluating the Robustness of Visual State Space Models | Jun 13, 2024 | Adversarial Robustnessobject-detection | CodeCode Available | 1 |
| MaIL: Improving Imitation Learning with Mamba | Jun 12, 2024 | DecoderImitation Learning | CodeCode Available | 1 |
| Short-Long Convolutions Help Hardware-Efficient Linear Attention to Focus on Long Sequences | Jun 12, 2024 | Language ModelingLanguage Modelling | —Unverified | 0 |
| An Empirical Study of Mamba-based Language Models | Jun 12, 2024 | 16kIn-Context Learning | —Unverified | 0 |
| PixMamba: Leveraging State Space Models in a Dual-Level Architecture for Underwater Image Enhancement | Jun 12, 2024 | Computational EfficiencyImage Enhancement | CodeCode Available | 1 |
| Samba: Simple Hybrid State Space Models for Efficient Unlimited Context Language Modeling | Jun 11, 2024 | 4kLanguage Modeling | CodeCode Available | 4 |
| Partially Observed Trajectory Inference using Optimal Transport and a Dynamics Prior | Jun 11, 2024 | State Space Models | CodeCode Available | 0 |
| MHS-VM: Multi-Head Scanning in Parallel Subspaces for Vision Mamba | Jun 10, 2024 | MambaState Space Models | CodeCode Available | 1 |
| Parallelizing Linear Transformers with the Delta Rule over Sequence Length | Jun 10, 2024 | Language ModelingLanguage Modelling | —Unverified | 0 |
| Vision Mamba: Cutting-Edge Classification of Alzheimer's Disease with 3D MRI Scans | Jun 9, 2024 | Computational EfficiencyEdge Classification | —Unverified | 0 |
| What Can We Learn from State Space Models for Machine Learning on Graphs? | Jun 9, 2024 | State Space Models | CodeCode Available | 1 |
| Mamba YOLO: A Simple Baseline for Object Detection with State Space Model | Jun 9, 2024 | GPUMamba | CodeCode Available | 4 |
| CMamba: Channel Correlation Enhanced State Space Models for Multivariate Time Series Forecasting | Jun 8, 2024 | AttributeMamba | CodeCode Available | 1 |
| Exploring Adversarial Robustness of Deep State Space Models | Jun 8, 2024 | Adversarial RobustnessState Space Models | CodeCode Available | 1 |
| CDMamba: Incorporating Local Clues into Mamba for Remote Sensing Image Binary Change Detection | Jun 6, 2024 | Change DetectionMamba | CodeCode Available | 2 |
| Chimera: Effectively Modeling Multivariate Time Series with 2-Dimensional State Space Models | Jun 6, 2024 | Anomaly DetectionMamba | —Unverified | 0 |
| P-SpikeSSM: Harnessing Probabilistic Spiking State Space Models for Long-Range Dependency Tasks | Jun 5, 2024 | Computational EfficiencyState Space Models | —Unverified | 0 |
| Computation-Efficient Era: A Comprehensive Survey of State Space Models in Medical Image Analysis | Jun 5, 2024 | MambaMedical Image Analysis | CodeCode Available | 3 |
| Audio Mamba: Bidirectional State Space Model for Audio Representation Learning | Jun 5, 2024 | Audio ClassificationClassification | CodeCode Available | 2 |
| EchoMamba4Rec: Harmonizing Bidirectional State Space Models with Spectral Filtering for Advanced Sequential Recommendation | Jun 4, 2024 | Computational EfficiencyMamba | CodeCode Available | 0 |
| GrootVL: Tree Topology is All You Need in State Space Model | Jun 4, 2024 | Allimage-classification | CodeCode Available | 2 |