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arXiv cs.LG
arXiv cs.LG
7/28/2026
Learning to Access Computation: Accessibility Plasticity as a Principle of Adaptive Intelligence

Learning to Access Computation: Accessibility Plasticity as a Principle of Adaptive Intelligence

Short summary

This paper introduces Accessibility Plasticity, a principle of adaptive computation where systems adapt not only by changing what computation exists but by reorganizing which existing computations can interact. It establishes a reuse-first hierarchy where accessibility modification precedes more costly capability and structural changes. A proof-of-concept on sequential learning tasks shows accessibility adaptation can reduce capability modification while maintaining comparable performance, suggesting accessibility as a distinct adaptive dimension for future dynamic neural systems.

  • Introduces Accessibility Plasticity as a new adaptive computation principle
  • Establishes reuse-first hierarchy: accessibility changes precede structural changes
  • Proof-of-concept shows reduced capability modification with comparable performance

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