# State-space sequence models (S4, Mamba)

1,530 papers in 10 research directions. Data through 7 Oct 2026.
HTML: https://mlsanity.com/ssm/

## Directions (largest first)

- [Core SSM architectures for language](https://mlsanity.com/ssm/core-ssm-architectures-for-language/index.md): 278 papers, 0 new this week
- [Mamba for medical image analysis](https://mlsanity.com/ssm/mamba-for-medical-image-analysis/index.md): 259 papers, 0 new this week
- [Vision Mamba backbones](https://mlsanity.com/ssm/vision-mamba-backbones/index.md): 212 papers, 1 new this week
- [Point clouds, detection and remote sensing](https://mlsanity.com/ssm/point-clouds-detection-and-remote-sensing/index.md): 212 papers, 1 new this week
- [Video, motion and generative Mamba models](https://mlsanity.com/ssm/video-motion-and-generative-mamba-models/index.md): 209 papers, 0 new this week
- [Speech and audio SSMs](https://mlsanity.com/ssm/speech-and-audio-ssms/index.md): 113 papers, 0 new this week
- [Time series forecasting with SSMs](https://mlsanity.com/ssm/time-series-forecasting-with-ssms/index.md): 88 papers, 2 new this week
- [Mamba for image restoration](https://mlsanity.com/ssm/mamba-for-image-restoration/index.md): 65 papers, 0 new this week
- [Hyperspectral image analysis with Mamba](https://mlsanity.com/ssm/hyperspectral-image-analysis-with-mamba/index.md): 49 papers, 0 new this week
- [Physiological signal modeling](https://mlsanity.com/ssm/physiological-signal-modeling/index.md): 45 papers, 0 new this week