English(EN) pCoMole: Pareto-Constrained Molecule Editing with Discrete Flows

新框架pCoMole实现帕累托约束的生物分子序列编辑

作者 PulseAugur 编辑部 · [1 个来源] · 2026-10-03 04:00

研究人员开发了pCoMole，一个用于编辑生物分子序列的新颖框架。该方法利用离散流匹配在遵守严格的生化和可制造性约束的同时，优化多个属性。pCoMole采用增强的Tchebycheff效用函数和Doob-h变换来指导编辑过程，并通过蒙特卡洛滚动来近似所需的谐波函数以提高效率。该框架已通过压缩绿色荧光蛋白（GFP）和Cas9直系同源物以及设计具有优化药物相关特性的短肽模拟物的实验进行了验证。 AI

影响通过在严格约束下优化多个属性，能够更有效、更精确地设计治疗性生物分子。

排序理由该集群包含一篇详细介绍用于生物分子序列编辑的新计算框架的研究论文。[lever_c_demoted from research: ic=1 ai=1.0]

在 arXiv cs.LG 阅读 →

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报道来源 [1]

arXiv cs.LG TIER_1 English(EN) · Tong Chen, Maximilian Holsman, Lin Zhao, Pranam Chatterjee · 2026-10-03 04:00

pCoMole: 离散流的帕累托约束分子编辑

arXiv:2610.01663v1 Announce Type: new Abstract: Biomolecular therapeutics often start from known sequences and require targeted editing to improve multiple properties while satisfying hard biochemical and manufacturability constraints. However, existing generative methods do not …

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pCoMole: 离散流的帕累托约束分子编辑

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