| A Survey of Transformer Enabled Time Series Synthesis | Jun 4, 2024 | State Space ModelsSurvey | —Unverified | 0 |
| LongSSM: On the Length Extension of State-space Models in Language Modelling | Jun 4, 2024 | Language ModelingLanguage Modelling | —Unverified | 0 |
| Audio Mamba: Selective State Spaces for Self-Supervised Audio Representations | Jun 4, 2024 | Language ModellingMamba | CodeCode Available | 1 |
| State Space Models on Temporal Graphs: A First-Principles Study | Jun 3, 2024 | Graph LearningState Space Models | CodeCode Available | 1 |
| Unlocking Guidance for Discrete State-Space Diffusion and Flow Models | Jun 3, 2024 | State Space Models | —Unverified | 0 |
| Pretrained Hybrids with MAD Skills | Jun 2, 2024 | MambaNeural Architecture Search | —Unverified | 0 |
| Mamba State-Space Models Are Lyapunov-Stable Learners | May 31, 2024 | In-Context LearningMamba | —Unverified | 0 |
| Transformers are SSMs: Generalized Models and Efficient Algorithms Through Structured State Space Duality | May 31, 2024 | Language ModelingLanguage Modelling | CodeCode Available | 11 |
| Recurrent neural networks: vanishing and exploding gradients are not the end of the story | May 31, 2024 | State Space Models | CodeCode Available | 0 |
| Language Models Need Inductive Biases to Count Inductively | May 30, 2024 | State Space Models | CodeCode Available | 0 |
| Length independent generalization bounds for deep SSM architectures | May 30, 2024 | Generalization BoundsState Space Models | —Unverified | 0 |
| FourierMamba: Fourier Learning Integration with State Space Models for Image Deraining | May 29, 2024 | MambaRain Removal | —Unverified | 0 |
| Deep Bayesian Filter for Bayes-faithful Data Assimilation | May 29, 2024 | State EstimationState Space Models | —Unverified | 0 |
| State Space Models are Comparable to Transformers in Estimating Functions with Dynamic Smoothness | May 29, 2024 | State Space Models | —Unverified | 0 |
| Vim-F: Visual State Space Model Benefiting from Learning in the Frequency Domain | May 29, 2024 | MambaState Space Models | CodeCode Available | 1 |
| Efficient Time Series Processing for Transformers and State-Space Models through Token Merging | May 28, 2024 | State Space ModelsTime Series | —Unverified | 0 |
| Coupled Mamba: Enhanced Multi-modal Fusion with Coupled State Space Model | May 28, 2024 | GPUMamba | —Unverified | 0 |
| Deciphering Movement: Unified Trajectory Generation Model for Multi-Agent | May 27, 2024 | ImputationMamba | CodeCode Available | 1 |
| SMR: State Memory Replay for Long Sequence Modeling | May 27, 2024 | Language ModelingLanguage Modelling | —Unverified | 0 |
| The Expressive Capacity of State Space Models: A Formal Language Perspective | May 27, 2024 | Language ModelingLanguage Modelling | —Unverified | 0 |
| Limits of Deep Learning: Sequence Modeling through the Lens of Complexity Theory | May 26, 2024 | State Space Models | —Unverified | 0 |
| Image Deraining with Frequency-Enhanced State Space Model | May 26, 2024 | modelRain Removal | CodeCode Available | 1 |
| MambaTS: Improved Selective State Space Models for Long-term Time Series Forecasting | May 26, 2024 | MambaState Space Models | CodeCode Available | 2 |
| 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 |
