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English(EN) A Workflow-Oriented Framework for Asynchronous Human-AI Collaboration in Hybrid and Compute-Intensive HPC Environments

新框架支持在复杂科学工作流中进行异步人机协作

研究人员开发了HepScript,一种领域特定语言(DSL),旨在促进高能物理数据分析中的人机协作。该DSL将复杂的分析逻辑抽象为人类专家和AI代理都能理解的正式语法,显著减少了人工编写代码的需求。在案例研究中,HepScript使AI代理能够从文献中生成可执行的分析规范,并取得了很高的成功率,展示了将AI集成到科学工作流中的可扩展途径。 AI

影响 新的人机协作框架可以简化复杂的科学研究和HPC工作流,有可能加速发现和部署。

排序理由 该集群包含两篇arXiv论文,详细介绍了用于科学和HPC环境中人机协作的新框架和语言。

在 arXiv cs.AI 阅读 →

AI 生成摘要 · Google Gemini · 来自 3 个来源。 我们如何撰写摘要 →

新框架支持在复杂科学工作流中进行异步人机协作

报道来源 [3]

  1. arXiv cs.AI TIER_1 English(EN) · Sergio Mendoza, Cedric Bhihe, Natalia Zamora, David Modesto, Jose Martin Bugallo Batalla, Jesus Gomez Canovas, Rafel Palomo Avellaneda, Miguel Perez Espinosa ·

    混合式和计算密集型HPC环境中的异步人机协作的面向工作流框架

    arXiv:2605.03743v1 Announce Type: cross Abstract: Human involvement is critical in training and deploying AI systems in high-stakes defence and security contexts. However, real-time interaction is impractical in HPC environments due to compute intensity and resource constraints. …

  2. arXiv cs.AI TIER_1 English(EN) · Junkun Jiao, Tong Liu, Ke Li, Weimin Song, Yipu Liao, Bolun Zhang, Beijiang Liu, Chang-Zheng Yuan, Yue Sun ·

    HepScript:高能物理领域人机协作数据分析工作流的双用途DSL

    arXiv:2605.01423v1 Announce Type: cross Abstract: The escalating data scale in High-Energy Physics (HEP) fuels a growing aspiration for higher analytical efficiency. While Large Language Models (LLMs) offer a path toward automation via agentic AI, they struggle with complex scien…

  3. arXiv cs.AI TIER_1 English(EN) · Miguel Perez Espinosa ·

    混合式、计算密集型高性能计算环境中的面向工作流的异步人机协作框架

    Human involvement is critical in training and deploying AI systems in high-stakes defence and security contexts. However, real-time interaction is impractical in HPC environments due to compute intensity and resource constraints. We present a workflow framework that enables async…