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English(EN) Repo-To-Skill just turned 341 GitHub repos into reusable AI4AI skills — not a demo, a distillation pipeline. See how they traced each one. https:// huggingface.

新代理 DisCo 从 GitHub 仓库中提炼出 5,000 多个机器学习技能

研究人员开发了 DisCo,这是一种新颖的、由技能驱动的代理,旨在增强自主机器学习研究。DisCo 将 GitHub 仓库和研究论文中的操作知识提炼成紧凑、可重用的技能。这一过程产生了 AREX-Skill Library,其中包含源自 1,000 个机器学习仓库的 5,000 多个已验证技能。当与 GPT-5.5 主干集成时,与没有这些提炼技能的代理相比,DisCo 在 MLE-bench 和 PaperBench 等基准测试中表现出显著的性能提升。 AI

影响 通过为代理提供提炼的操作知识来增强自主机器学习研究能力,从而带来显著的性能提升。

排序理由 该集群描述了一篇研究论文,其中详细介绍了一种新的方法和代理,用于将知识提炼成可重用的机器学习研究技能。

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新代理 DisCo 从 GitHub 仓库中提炼出 5,000 多个机器学习技能

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Research
该集群描述了一篇研究论文,其中详细介绍了一种新的方法和代理,用于将知识提炼成可重用的机器学习研究技能。
Source corroboration
4 independent sources
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Topics
paper, product, infra
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High
Clearly on-topic for AI-industry coverage.
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46 days old
Aged out of breaking-news scoring windows; ranking reflects the durable signal from the full source set.

完整方法见我们的编辑标准。

报道来源 [4]

  1. arXiv cs.AI TIER_1 English(EN) · Jianlyu Chen, Yuyang Hu, Hongjin Qian, Jiawei Liu, Wenqing Wei, Xiaolong Chen, Defu Lian, Zhicheng Dou, Chaozhuo Li, Qiwei Ye, Zheng Liu ·

    Repo-To-Skill: 将 GitHub 仓库提炼为 AI4AI 技能

    arXiv:2609.02749v1 Announce Type: new Abstract: Autonomous agents are beginning to carry out machine-learning (ML) research end to end. These agents combine a model backbone with a harness for planning, execution, memory, and verification, but this architecture still leaves domai…

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

    Repo-To-Skill: 将 GitHub 仓库提炼为 AI4AI 技能

    Autonomous agents are beginning to carry out machine-learning (ML) research end to end. These agents combine a model backbone with a harness for planning, execution, memory, and verification, but this architecture still leaves domain-specific know-how outside the agent. We call t…

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

    Repo-To-Skill: 将 GitHub 仓库提炼为 AI4AI 技能

    DisCo is a research agent that distills operational knowledge into reusable skills, significantly improving autonomous ML research performance across benchmarks.

  4. Mastodon — fosstodon.org TIER_1 English(EN) · [email protected] ·

    Repo-To-Skill 已将 341 个 GitHub 仓库转化为可重用的 AI4AI 技能 — 这不是演示,而是提炼管道。了解他们如何追踪每一个。https:// huggingface.

    Repo-To-Skill just turned 341 GitHub repos into reusable AI4AI skills — not a demo, a distillation pipeline. See how they traced each one. https:// huggingface.co/papers/2609.027 49 # AI # MachineLearning # Research