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English(EN) Canopy: A Heterograph Foundation Model for Metabolic Engineering

Canopy模型通过异构图基础模型推进代谢工程

作者 PulseAugur 编辑部 · [2 个来源] ·

研究人员推出Canopy，这是一种新颖的异构图基础模型，专为代谢工程设计。该模型将基因、蛋白质、代谢物和实验结果等多样化数据源整合到统一的知识图中。Canopy利用ESM-2（用于蛋白质序列）和MoLFormer（用于化学结构）等领域特定基础模型来创建多模态表示。在应用于发酵滴度预测时，Canopy嵌入的性能显著优于传统的表格机器学习方法。 AI

影响 该模型可以通过利用复杂的生物学关系来加速化学品生产微生物菌株的设计。

排序理由 该集群包含一篇详细介绍新模型及其在特定任务上性能的研究论文。

在 arXiv cs.LG 阅读 →

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Canopy模型通过异构图基础模型推进代谢工程

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报道来源 [2]

  1. arXiv cs.LG TIER_1 English(EN) · Jake Bowden, Laurence Legon, Satnam Surae ·

    Canopy：一种用于代谢工程的异构图基础模型

    arXiv:2607.06224v1 Announce Type: new Abstract: Designing microbial strains that produce high-value chemicals at commercially viable titers remains a central challenge in metabolic engineering. Existing computational approaches either rely on stoichiometric constraint-based model…

  2. arXiv cs.LG TIER_1 English(EN) · Satnam Surae ·

    Canopy：用于代谢工程的异质图基础模型

    Designing microbial strains that produce high-value chemicals at commercially viable titers remains a central challenge in metabolic engineering. Existing computational approaches either rely on stoichiometric constraint-based models that cannot learn from experimental data, or a…

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