Awsome works based on SSM and Mamba
- A Visual Guide to Mamba and State Space Models (MAARTEN GROOTENDORST)
- Introduction to State Space Models (SSM) (lbourdois Loïck BOURDOIS)
- H3: Language Modeling with State Space Models and (Almost) No Attention
- The Annotated S4
- Structured State Spaces for Sequence Modeling (S4) part 1
- Structured State Spaces for Sequence Modeling (S4) part 2
- Structured State Spaces for Sequence Modeling (S4) part 3
- HiPPO: Recurrent Memory with Optimal Polynomial Projections
| Title | Year | Venue | Code | |
|---|---|---|---|---|
| It's Raw! Audio Generation with State-Space Models | 2022 | ICML 2022 - Long Talk | code |
| Title | Year | Venue | Code | |
|---|---|---|---|---|
| MambaByte: Token-free Selective State Space Model | 2024 | arXiv | code | |
| MoE-Mamba: Efficient Selective State Space Models with Mixture of Experts | 2024 | arXiv | code |
| Title | Year | Venue | Code | |
|---|---|---|---|---|
| Graph Mamba: Towards Learning on Graphs with State Space Models | 2024 | arXiv | code |
| Title | Year | Venue | Code | |
|---|---|---|---|---|
| MambaIR: A Simple Baseline for Image Restoration with State-Space Model | 2024 | arXiv | code | |
| Res-VMamba: Fine-Grained Food Category Visual Classification Using Selective State Space Models with Deep Residual Learning | 2024 | arXiv | code | |
| Pan-Mamba: Effective pan-sharpening with State Space Model | 2024 | arXiv | code | |
| U-shaped Vision Mamba for Single Image Dehazing | 2024 | arXiv | code | |
| Vision Mamba: Efficient Visual Representation Learning with Bidirectional State Space Model | 2024 | arXiv | code |
| Title | Year | Venue | Code | |
|---|---|---|---|---|
| Swin-UMamba: Mamba-based UNet with ImageNet-based pretraining | 2024 | arXiv | code |
| Title | Year | Venue | Code | |
|---|---|---|---|---|
| MambaMorph: a Mamba-based Backbone with Contrastive Feature Learning for Deformable MR-CT Registration | 2024 | arXiv | code |
| Title | Year | Venue | Code | |
|---|---|---|---|---|
| FD-Vision Mamba for Endoscopic Exposure Correction | 2024 | arXiv | code |
| Title | Year | Venue | Code | |
|---|---|---|---|---|
| PointMamba: A Simple State Space Model for Point Cloud Analysis | 2024 | arXiv | code |
| Title | Year | Venue | Code | |
|---|---|---|---|---|
| MambaTab: A Simple Yet Effective Approach for Handling Tabular Data | 2024 | arXiv | code |
| Title | Year | Venue | Code | |
|---|---|---|---|---|
| Gated Linear Attention Transformers with Hardware-Efficient Training | 2023 | arXiv | code |
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