English(EN) SimpleDesign: A Joint Model for Protein Sequence and Structure Codesign

SimpleDesign模型在单阶段联合设计蛋白质序列与结构

作者 PulseAugur 编辑部 · [1 个来源] · 2026-09-04 04:00

研究人员推出SimpleDesign，一种新颖的端到端蛋白质序列与结构联合设计模型。与以往的多阶段方法不同，SimpleDesign直接在数据空间中进行训练，使用单一阶段目标，该目标结合了序列的离散交叉熵和结构的回归目标。该模型采用混合Transformer架构来处理特定模态的处理，同时保持序列和结构之间的全局自注意力。SimpleDesign在超过200万个序列-结构对上进行训练，在联合设计和无条件生成基准测试中表现强劲。 AI

影响该模型有望通过改进具有特定功能的蛋白质设计来加速药物发现和蛋白质工程。

排序理由该条目描述了一篇关于用于蛋白质设计的创新机器学习模型的新科学论文。[lever_c_demoted from research: ic=1 ai=1.0]

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报道来源 [1]

arXiv cs.LG TIER_1 English(EN) · Jiarui Lu, Yuyang Wang, Yizhe Zhang, Jiatao Gu, Navdeep Jaitly, Joshua M. Susskind, Miguel \'Angel Bautista · 2026-09-04 04:00

SimpleDesign：蛋白质序列与结构联合代码设计模型

arXiv:2609.03377v1 Announce Type: new Abstract: Proteins are fundamental to biological processes, with their function determined by the complex interplay between the amino acid sequence and the three-dimensional structure. Developing generative models capable of understanding thi…

本文如何被排名

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SimpleDesign：蛋白质序列与结构联合代码设计模型

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