Awesome list of papers that extend Mamba to various applications.
142
54 commits
updated Oct 12, 2026
Awesome list of Mamba papers, theory, and applications!
Please issue/pr if you have any updates :)
Mamba is a new state-space model architecture showing promising performance on language modeling with O(N) complexity.
mamba.py 🐍 : a simple and efficient Mamba implementation
Mamba.c: inference of Mamba models in C and CUDA
burn-mamba: Rust library for Mamba models in the burn framework
DynamicVis: An Efficient and General Visual Foundation Model for Remote Sensing Image Understanding
PlainMamba: Improving Non-Hierarchical Mamba in Visual Recognition
Efficient Visual Representation Learning with Bidirectional State Space Model
Vivim: a Video Vision Mamba for Medical Video Object Segmentation
SegMamba: Long-range Sequential Modeling Mamba For 3D Medical Image Segmentation
VMamba: Visual State Space Model
U-Mamba: Enhancing Long-range Dependency for Biomedical Image Segmentation
ExpoMamba (ICML ES-FoMo II)
ZigMa (ECCV 2024)
I2I-Mamba: Multi-modal Medical Image Synthesis via Selective State Space Modeling [code]
SUM: Saliency Unification through Mamba for Visual Attention Modeling [code] (WACV2025)
DiM: Diffusion Mamba for Efficient High-Resolution Image Synthesis [code]
MambaRoll: Physics-Driven Autoregressive State Space Models for Medical Image Reconstruction [code]
Hamba: Single-view 3D Hand Reconstruction with Graph-guided Bi-Scanning Mamba [project] (NeurIPS 2024)
PoseMamba: Monocular 3D Human Pose Estimation with Bidirectional Global-Local Spatio-Temporal State Space Model [code] [weights] [demo] (AAAI 2025)
MV-SSM: Multi-View State Space Modeling for 3D Human Pose Estimation [project] (CVPR 2025)
Multi-view Consistent 3D Gaussian Head Avatars 'without' Multi-view Generation [project] (CVPR 2026)
MambaByte: Token-free Selective State Space Model
MoE-Mamba: Efficient Selective State Space Models with Mixture of Experts
BlackMamba: Mixture of Experts for State-Space Models
ClinicalMamba: A Generative Clinical Language Model on Longitudinal Clinical Notes
Repeat After Me: Transformers are Better than State Space Models at Copying
Can Mamba Learn How to Learn? A Comparative Study on In-Context Learning Tasks
LOCOST: State-Space Models for Long Document Abstractive Summarization
S₀ Tuning: Zero-Overhead Adaptation of Hybrid Recurrent-Attention Models [Code]
Graph-Mamba: Towards Long-Range Graph Sequence Modeling with Selective State Spaces
Graph Mamba: Towards Learning on Graphs with State Space Models
Computation-Efficient Era: A Comprehensive Survey of State Space Models in Medical Image Analysis [Github]
BioMamba: A Pre-trained Biomedical Language Representation Model Leveraging Mamba
Awesome list of papers that extend Mamba to various applications.
142
54 commits
updated Oct 12, 2026
Awesome list of Mamba papers, theory, and applications!
Please issue/pr if you have any updates :)
Mamba is a new state-space model architecture showing promising performance on language modeling with O(N) complexity.
mamba.py 🐍 : a simple and efficient Mamba implementation
Mamba.c: inference of Mamba models in C and CUDA
burn-mamba: Rust library for Mamba models in the burn framework
DynamicVis: An Efficient and General Visual Foundation Model for Remote Sensing Image Understanding
PlainMamba: Improving Non-Hierarchical Mamba in Visual Recognition
Efficient Visual Representation Learning with Bidirectional State Space Model
Vivim: a Video Vision Mamba for Medical Video Object Segmentation
SegMamba: Long-range Sequential Modeling Mamba For 3D Medical Image Segmentation
VMamba: Visual State Space Model
U-Mamba: Enhancing Long-range Dependency for Biomedical Image Segmentation
ExpoMamba (ICML ES-FoMo II)
ZigMa (ECCV 2024)
I2I-Mamba: Multi-modal Medical Image Synthesis via Selective State Space Modeling [code]
SUM: Saliency Unification through Mamba for Visual Attention Modeling [code] (WACV2025)
DiM: Diffusion Mamba for Efficient High-Resolution Image Synthesis [code]
MambaRoll: Physics-Driven Autoregressive State Space Models for Medical Image Reconstruction [code]
Hamba: Single-view 3D Hand Reconstruction with Graph-guided Bi-Scanning Mamba [project] (NeurIPS 2024)
PoseMamba: Monocular 3D Human Pose Estimation with Bidirectional Global-Local Spatio-Temporal State Space Model [code] [weights] [demo] (AAAI 2025)
MV-SSM: Multi-View State Space Modeling for 3D Human Pose Estimation [project] (CVPR 2025)
Multi-view Consistent 3D Gaussian Head Avatars 'without' Multi-view Generation [project] (CVPR 2026)
MambaByte: Token-free Selective State Space Model
MoE-Mamba: Efficient Selective State Space Models with Mixture of Experts
BlackMamba: Mixture of Experts for State-Space Models
ClinicalMamba: A Generative Clinical Language Model on Longitudinal Clinical Notes
Repeat After Me: Transformers are Better than State Space Models at Copying
Can Mamba Learn How to Learn? A Comparative Study on In-Context Learning Tasks
LOCOST: State-Space Models for Long Document Abstractive Summarization
S₀ Tuning: Zero-Overhead Adaptation of Hybrid Recurrent-Attention Models [Code]
Graph-Mamba: Towards Long-Range Graph Sequence Modeling with Selective State Spaces
Graph Mamba: Towards Learning on Graphs with State Space Models
Computation-Efficient Era: A Comprehensive Survey of State Space Models in Medical Image Analysis [Github]
BioMamba: A Pre-trained Biomedical Language Representation Model Leveraging Mamba
