mlsanityData to 7 Oct 2026

Physiological signal modeling

45 papers0 this weekHigh confidence in this grouping: the papers form one clear topicHigh confidence in this grouping: the papers form one clear topic · About

Keywords: eeg, sleep, ecg, temporal, fmri

Key facts. Physiological signal modeling: 45 papers on arXiv since 2022 (data through 7 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 paper 18 Sep–7 Oct.

What’s new

18 Sep – 7 Oct 2026

1 new since 18 Sep

  1. DR-net-Mamba: Selective State-Space Modeling for Long-Range ECG Time-Series Denoising

Foundations

Most cited by papers here

  1. EEGMamba: Bidirectional State Space Model with Mixture of Experts for EEG Multi-task Classification2024cited by 4 here
  2. Modeling Multivariate Biosignals With Graph Neural Networks and Structured State Space Models2022cited by 2 here
  3. SlimSeiz: Efficient Channel-Adaptive Seizure Prediction Using a Mamba-Enhanced Network2024cited by 2 here
  4. MSECG: Incorporating Mamba for Robust and Efficient ECG Super-Resolution2024cited by 2 here
  5. FEMBA: Efficient and Scalable EEG Analysis with a Bidirectional Mamba Foundation Model2025cited by 2 here

Lineage

The papers this direction builds on, oldest first.

Each paper on the line cites the one before.

  1. 2021Efficiently Modeling Long Sequences with Structured State Spacescited by 13 here
  2. 2022Diagonal State Spaces are as Effective as Structured State Spacescited by 1 here
  3. 2023Mamba: Linear-Time Sequence Modeling with Selective State Spacescited by 27 here
  4. 2024U-Mamba: Enhancing Long-range Dependency for Biomedical Image Segmentationcited by 3 here
  5. 2024Vision Mamba: Efficient Visual Representation Learning with Bidirectional State Space Modelcited by 11 here
  6. 2024SegMamba: Long-range Sequential Modeling Mamba For 3D Medical Image Segmentationcited by 1 here
  7. 2024VM-UNet: Vision Mamba UNet for Medical Image Segmentationcited by 1 here
  8. 2024A Survey of Mambacited by 2 here
  9. 2024SlimSeiz: Efficient Channel-Adaptive Seizure Prediction Using a Mamba-Enhanced Networkcited by 2 here
15 more it builds on, not in this chain
  1. 2022Simplified State Space Layers for Sequence Modelingcited by 4 here
  2. 2022Modeling Multivariate Biosignals With Graph Neural Networks and Structured State Space Modelscited by 2 here
  3. 2022Deep Latent State Space Models for Time-Series Generationcited by 1 here
  4. 2024MoE-Mamba: Efficient Selective State Space Models with Mixture of Expertscited by 1 here
  5. 2024MambaByte: Token-free Selective State Space Modelcited by 1 here
  6. 2024Graph-Mamba: Towards Long-Range Graph Sequence Modeling with Selective State Spacescited by 1 here
  7. 2024VideoMamba: State Space Model for Efficient Video Understandingcited by 4 here
  8. 2024Is Mamba Effective for Time Series Forecasting?cited by 3 here
  9. 2024Jamba: A Hybrid Transformer-Mamba Language Modelcited by 3 here
  10. 2024Bi-Mamba+: Bidirectional Mamba for Time Series Forecastingcited by 2 here
  11. 2024An Investigation of Incorporating Mamba for Speech Enhancementcited by 2 here
  12. 2024Transformers are SSMs: Generalized Models and Efficient Algorithms Through Structured State Space Dualitycited by 4 here
  13. 2024EEGMamba: Bidirectional State Space Model with Mixture of Experts for EEG Multi-task Classificationcited by 4 here
  14. 2024MSECG: Incorporating Mamba for Robust and Efficient ECG Super-Resolutioncited by 2 here
  15. 2025FEMBA: Efficient and Scalable EEG Analysis with a Bidirectional Mamba Foundation Modelcited by 2 here

The 24 most cited of 56.

Browse

30 of 45, ranked 6–35

  1. 6BioMamba: Leveraging Spectro-Temporal Embedding in Bidirectional Mamba for Enhanced Biosignal Classification20251
  2. 7BrainMT: A Hybrid Mamba-Transformer Architecture for Modeling Long-Range Dependencies in Functional MRI Data20251
  3. 8Atrial Fibrillation Prediction Using a Lightweight Temporal Convolutional and Selective State Space Architecture20251
  4. 9MSSC-BiMamba: Multimodal Sleep Stage Classification and Early Diagnosis of Sleep Disorders with Bidirectional Mamba20241
  5. 10MambaCapsule: Towards Transparent Cardiac Disease Diagnosis with Electrocardiography Using Mamba Capsule Network20241
  6. 11BiT-MamSleep: Bidirectional Temporal Mamba for EEG Sleep Staging20241
  7. 12NeuroSSM: Multiscale Differential State-Space Modeling for Context-Aware fMRI Analysis20260
  8. 13ConvMambaNet: A Hybrid CNN-Mamba State Space Architecture for Accurate and Real-Time EEG Seizure Detection20260
  9. 14Latent-Space Causal Discovery from Indirect Neuroimaging Observations20260
  10. 15NeuroMambaLLM: Dynamic Graph Learning of fMRI Functional Connectivity in Autistic Brains Using Mamba and Language Model Reasoning20260
All 30
  1. 16FEMBA on the Edge: Physiologically-Aware Pre-Training, Quantization, and Deployment of a Bidirectional Mamba EEG Foundation Model on an Ultra-low Power Microcontroller20260
  2. 17LuMamba: Latent Unified Mamba for Electrode Topology-Invariant and Efficient EEG Modeling20260
  3. 18MedMamba: Recasting Mamba for Medical Time Series Classification20260
  4. 19PPG-Based Affect Recognition with Long-Range Deep Models: A Measurement-Driven Comparison of CNN, Transformer, and Mamba Architectures20260
  5. 20Rhamba: Region-Aware Hybrid Attention-Mamba Framework for Self-Supervised Learning in Resting-State fMRI20260
  6. 21PIMSM: Physics-Informed Multi-Scale Mamba for Stable Neural Representations under Distribution Shift20260
  7. 22CFSPMNet: Cross-subject Fourier-guided Spatial-Patch Mamba Network for EEG Motor Imagery Decoding in Stroke Patients20260
  8. 23Coarse-to-fine Hierarchical Architecture with Sequential Mamba for Brain Reconstruction20260
  9. 24CG-MambaNet: A spatiotemporal framework for cross-patient epileptic seizure prediction using CNN-GCN-Mamba-BiLSTM with event-level clinical evaluation20260
  10. 25FlexiBrain: Resolution-Agnostic Voxel-Level Encoding for Native fMRI20260
  11. 26SL-S4Wave: Self-Supervised Learning of Physiological Waveforms with Structured State Space Models20260
  12. 27Rhythm-Structured Predictive Learning for Remote Photoplethysmography20260
  13. 28Lightweight ML-Based Automatic Sleep Staging Framework with Constrained CNN and Mamba for Small-Sample EEG Datasets20260
  14. 29GraM-Diff: A Unified Graph-Mamba Diffusion Framework for EEG-Based Alzheimer's Disease Data Generation and Diagnosis20260
  15. 30AF-Mamba: Efficient Long-Term Signal Modeling for Early Prediction of Atrial Fibrillation Onset20260
  16. 31SSEMG-Net: A Spectrogram-Based Mamba Network for Surface Electromyography Denoising20260
  17. 32Core-Periphery Principle Guided State Space Model for Functional Connectome Classification20250
  18. 33Spec2VolCAMU-Net: A Spectrogram-to-Volume Model for EEG-to-fMRI Reconstruction based on Multi-directional Time-Frequency Convolutional Attention Encoder and Vision-Mamba U-Net20250
  19. 34MSGM: A Multi-Scale Spatiotemporal Graph Mamba for EEG Emotion Recognition20250
  20. 35Mentality: A Mamba-based Approach towards Foundation Models for EEG20250