# Towards a universal language of concepts: A survey

> Source: <https://arxiv.org/abs/2609.04528>
> Published: 2026-09-07 04:00:00+00:00

# Computer Science > Artificial Intelligence

  [Submitted on 3 Sep 2026]

# Title:Towards a universal language of concepts: A survey

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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.
    

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