awesome-ssm-ml
github.com/avivbick/awesome-ssm-ml ↗Reading list for research topics in state-space models
364
GitHub Stars
161
Curated Resources
17
Categories
3 hours ago
Last Refreshed
TutorialsSurveys (Structured State Space Models)Books (Classical State Space Models)FoundationDistillationArchitecturesRelated Efficient Sequence ModelsSSM Parameterization and InitializationSystems OptimizationsVisionLanguageAudioTime-SeriesMedicalGenomics / BiologyTabularReinforcement Learning
Use this list with your AI agent
Add the Context Awesome MCP server to Claude, Cursor, or any MCP client, then ask:
"Show me theory, analysis, and limitations resources from awesome-ssm-ml"
Installation instructions →What's inside
Vision
- 2-D SSM: A General Spatial Layer for Visual Transformers
- DynamicVis: An Efficient and General Visual Foundation Model for Remote Sensing Image Understanding
- Efficient Movie Scene Detection using State-Space Transformers
- LocalMamba: Visual State Space Model with Windowed Selective Scan
- Long movie clip classification with state-space video models
- MambaIR: A Simple Baseline for Image Restoration with State-Space Model
Foundation
- An Empirical Study of Mamba-based Language ModelsTheory, Analysis, and Limitations
- Can Mamba Learn How to Learn? A Comparative Study on In-Context Learning TasksTheory, Analysis, and Limitations
- Learning Low Dimensional State Spaces with Overparameterized Recurrent Neural NetsTheory, Analysis, and Limitations
- Longhorn: State Space Models are Amortized Online LearnersTheory, Analysis, and Limitations
- Mamba-3: Improved Sequence Modeling using State Space PrinciplesCore Mamba Lineage
- Mamba: Linear-Time Sequence Modeling with Selective State SpacesCore Mamba Lineage
Audio
- A Neural State-Space Model Approach to Efficient Speech Separation
- Audio Mamba: Bidirectional State Space Model for Audio Representation Learning
- Augmenting conformers with structured state space models for online speech recognition
- Diagonal State Space Augmented Transformers for Speech Recognition
- Dual-path Mamba: Short and Long-term Bidirectional Selective Structured State Space Models for Speech Separation
- It's Raw! Audio Generation with State-Space Models
Surveys (Structured State Space Models)
- A Survey on Structured State Space Sequence (S4) Models
- A Survey on Visual Mamba
- Mamba-360: Survey of State Space Models as Transformer Alternative for Long Sequence Modelling: Methods, Applications, and Challenges
- Modeling Sequences with Structured State Spaces
- State Space Model for New-Generation Network Alternative to Transformers
- State Space Models as Foundation Models: A Control Theoretic Overview
Tutorials
Medical
- BioMamba: A Pre-trained Biomedical Language Representation Model Leveraging Mamba
- Diffusion-based conditional ECG generation with structured state space models
- fMRI-S4: learning short- and long-range dynamic fMRI dependencies using 1D Convolutions and State Space Models
- I2I-Mamba: Multi-modal medical image synthesis via selective state space modeling
- Improving the Diagnosis of Psychiatric Disorders with Self-Supervised Graph State Space Models
- MambaMIR: An Arbitrary-Masked Mamba for Joint Medical Image Reconstruction and Uncertainty Estimation
Architectures
- BlackMamba: Mixture of Experts for State-Space ModelsCore SSM / Mamba Architectures
- Block-State TransformersHybrid SSM-Transformer Architectures
- DenseMamba: State Space Models with Dense Hidden Connection for Efficient Large Language ModelsCore SSM / Mamba Architectures
- Efficient Long Sequence Modeling via State Space Augmented TransformerHybrid SSM-Transformer Architectures
- Hymba: A Hybrid-head Architecture for Small Language ModelsHybrid SSM-Transformer Architectures
- Jamba-1.5: Hybrid Transformer-Mamba Models at ScaleHybrid SSM-Transformer Architectures
Genomics / Biology
Showing a sample of 161 resources. View the full list on GitHub →