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  # TD3B: Transition-Directed Discrete Diffusion for Allosteric Binder Generation
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  TD3B is a sequence-based generative framework that designs peptide binders with specified agonist or antagonist behavior. It combines a Direction Oracle, a soft binding-affinity gate, and amortized fine-tuning of a pre-trained discrete diffusion model (MDLM).
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  ## Installation
 
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  # TD3B: Transition-Directed Discrete Diffusion for Allosteric Binder Generation
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+ ![Screenshot 2026-05-10 at 6.52.29 PM](https://cdn-uploads.huggingface.co/production/uploads/64cd5b3f0494187a9e8b7c69/38-6PQ83pPraF7KAs3g3E.png)
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  TD3B is a sequence-based generative framework that designs peptide binders with specified agonist or antagonist behavior. It combines a Direction Oracle, a soft binding-affinity gate, and amortized fine-tuning of a pre-trained discrete diffusion model (MDLM).
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  ## Installation