# Physiological signal modeling

Area: [State-space sequence models (S4, Mamba)](https://mlsanity.com/ssm/index.md). HTML: https://mlsanity.com/ssm/physiological-signal-modeling/

## Key facts

- Physiological signal modeling: 45 papers on arXiv since 2022 (data through 14 Oct 2026).
- 4 of its 45 mapped papers (9%) cite “EEGMamba: Bidirectional State Space Model with Mixture of Experts for EEG Multi-task Classification” (2024, arXiv 2407.20254).
- 2 of its 45 mapped papers (4%) cite “Modeling Multivariate Biosignals With Graph Neural Networks and Structured State Space Models” (2022, arXiv 2211.11176).
- 1 new papers 18 Sep–14 Oct.

## Most cited here

- [EEGMamba: Bidirectional State Space Model with Mixture of Experts for EEG Multi-task Classification](https://mlsanity.com/paper/2407.20254/) (2024), cited by 4 papers here
- [Modeling Multivariate Biosignals With Graph Neural Networks and Structured State Space Models](https://mlsanity.com/paper/2211.11176/) (2022), cited by 2 papers here
- [SlimSeiz: Efficient Channel-Adaptive Seizure Prediction Using a Mamba-Enhanced Network](https://mlsanity.com/paper/2410.09998/) (2024), cited by 2 papers here
- [MSECG: Incorporating Mamba for Robust and Efficient ECG Super-Resolution](https://mlsanity.com/paper/2412.04861/) (2024), cited by 2 papers here
- [FEMBA: Efficient and Scalable EEG Analysis with a Bidirectional Mamba Foundation Model](https://mlsanity.com/paper/2502.06438/) (2025), cited by 2 papers here
- [MSSC-BiMamba: Multimodal Sleep Stage Classification and Early Diagnosis of Sleep Disorders with Bidirectional Mamba](https://mlsanity.com/paper/2405.20142/) (2024), cited by 1 papers here
- [MambaCapsule: Towards Transparent Cardiac Disease Diagnosis with Electrocardiography Using Mamba Capsule Network](https://mlsanity.com/paper/2407.20893/) (2024), cited by 1 papers here
- [BiT-MamSleep: Bidirectional Temporal Mamba for EEG Sleep Staging](https://mlsanity.com/paper/2411.01589/) (2024), cited by 1 papers here
- [BioMamba: Leveraging Spectro-Temporal Embedding in Bidirectional Mamba for Enhanced Biosignal Classification](https://mlsanity.com/paper/2503.11741/) (2025), cited by 1 papers here
- [BrainMT: A Hybrid Mamba-Transformer Architecture for Modeling Long-Range Dependencies in Functional MRI Data](https://mlsanity.com/paper/2506.22591/) (2025), cited by 1 papers here

## New (18 Sep–14 Oct)

- [DR-net-Mamba: Selective State-Space Modeling for Long-Range ECG Time-Series Denoising](https://mlsanity.com/paper/2609.35634/) (2026-09-28)