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English(EN) Optimizing the Optimizer: Language Models Discover Faster Molecular Relaxation

语言模型重写分子优化器以加快计算速度

研究人员开发了AutoSella,一种利用语言模型重写现有优化算法的新型分子几何优化器。这种基于代理的方法旨在降低力评估的计算成本,而力评估是量子化学工作流中的一个主要瓶颈。与之前最快的开源优化器Sella相比,AutoSella在各种分子基准测试中始终减少了力调用次数,即使在没有直接DFT梯度的密度泛函理论计算中也是如此。 AI

影响 通过降低计算成本,有潜力显著加速分子模拟和药物发现。

排序理由 学术论文,详细介绍了使用语言模型优化计算化学工作流的新方法。[lever_c_demoted from research: ic=1 ai=1.0]

在 Hugging Face Daily Papers 阅读 →

AI 生成摘要 · Google Gemini · 来自 1 个来源。 我们如何撰写摘要 →

语言模型重写分子优化器以加快计算速度

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学术论文,详细介绍了使用语言模型优化计算化学工作流的新方法。[lever_c_demoted from research: ic=1 ai=1.0]
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报道来源 [1]

  1. Hugging Face Daily Papers TIER_1 English(EN) ·

    优化优化器:语言模型发现更快的分子弛豫

    Geometry optimization is a major cost in many quantum-chemical workflows: each optimization step requires one force evaluation, and at the density-functional level that evaluation dominates the wall time. Research in this area has produced a broad range of optimization methods, a…