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 13. [ViM-UNet: Vision Mamba for Biomedical Segmentation](https://doi.org/10.48550/arXiv.2404.07705) (MIDL 2024)
 14. [I2I-Mamba: Multi-modal medical image synthesis via selective state space modeling](https://arxiv.org/abs/2405.14022) [[code]](https://github.com/icon-lab/I2I-Mamba)
 15. [BioMamba: A Pre-trained Biomedical Language Representation Model Leveraging Mamba](https://arxiv.org/abs/2408.02600)
+16. [MambaRoll: Physics-Driven Autoregressive State Space Models for Medical Image Reconstruction](https://arxiv.org/abs/2412.09331) [[code]](https://github.com/icon-lab/MambaRoll)
 
 ## Tabular
 1. [MambaTab: A Simple Yet Effective Approach for Handling Tabular Data](https://arxiv.org/abs/2401.08867)