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Aggregate AI 摘要 arXiv cs.AI 人工智能 7 Sep 2026 - 13:30

Towards a universal language of concepts: A survey

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关键摘要

程序或成人类概念的通用表达语言

  • 人类靠结构化知识实现小样本概念学习
  • 程序被提出作为概念的通用表征形式
  • 综述评估了程序表征在概念学习模型中的作用

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正文提要

arXiv:2609.04528v1 Announce Type: new Abstract: Humans can learn and generalize novel concepts from sparse data because they express knowledge in rich structural formats. In this paper, we propose that programs are a strong candidate for universal representation of concepts. We review computational models of concept learning that use programs as their concept representation and evaluate their contribution toward a universal representational language.

来源:https://arxiv.org/abs/2609.04528

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