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The Role of General Intelligence in Mathematical Reasoning

arXiv 2104.13468 ↗First posted 27 Apr 2021cs.AI cs.LG math.HOcited by 0

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Abstract (arXiv)

Objects are a centerpiece of the mathematical realm and our interaction with and reasoning about it, just as they are of the physical one (if not more). And humans' mathematical reasoning must ultimately be grounded in our general intelligence. Yet in contemporary cognitive science and A.I., the physical and mathematical domains are customarily explored separately, which allows for baking in assumptions for what objects are for the system - and missing potential connections. In this paper, I put the issue into its philosophical and cognitive context. I then describe an abstract theoretical framework for learning object representations, that makes room for mathematical objects on par with non-mathematical ones. Finally, I describe a case study that builds on that view to show how our general ability for integrating different aspects of objects effects our conception of the natural numbers.

Key facts. No citing papers in the map yet (data through 14 Oct 2026). Builds on 2 of its 23 references that are in the map. First posted on arXiv 27 Apr 2021.

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2 of 23 references.

References · 2

  1. 2018Towards a Definition of Disentangled Representationscited by 296
  2. 2020On the Binding Problem in Artificial Neural Networkscited by 233

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