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- ![MadSBM Diagram](./MadSBM_Figure.png)
 
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  Generative modeling of peptide sequences requires navigating a discrete and highly constrained space in which many intermediate states are chemically implausible or unstable. Existing discrete diffusion and flow-based methods rely on reversing fixed corruption processes or following prescribed probability paths, which can force generation through low-likelihood regions and require many sampling steps.
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+ ![madsbm_gif](https://cdn-uploads.huggingface.co/production/uploads/64cd5b3f0494187a9e8b7c69/wHvtzQ5D_IaGklFE2zga6.gif)
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  Generative modeling of peptide sequences requires navigating a discrete and highly constrained space in which many intermediate states are chemically implausible or unstable. Existing discrete diffusion and flow-based methods rely on reversing fixed corruption processes or following prescribed probability paths, which can force generation through low-likelihood regions and require many sampling steps.
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