Big Brains and Changing Environments: Cause or Consequence?

arXiv:2609.15569 · cs.NE, cs.AI, q-bio.PE · Submitted 2026-09-14 · Read on arXiv

cs.NE, cs.AI, q-bio.PE

Submitted: 2026-09-14

Updated: 2026-09-14

Journal ref: Proceedings of the Genetic and Evolutionary Computation Conference Companion (GECCO '26), Pages 121-124, 2026

DOI: 10.1145/3795101.3805275

Code: https://github.com/sianmay/CBH-versus-colonization

License: http://creativecommons.org/licenses/by/4.0/

The gist: Large brains are metabolically costly, and associations with changing environments do not imply they evolved there, as the Cognitive Buffer Hypothesis (CBH) would suggest.

Terminology

Abstract

Large brains are metabolically costly, and associations with changing environments do not imply they evolved there, as the Cognitive Buffer Hypothesis (CBH) would suggest. They may instead evolve in stable conditions and later facilitate colonization of changing environments. Using neuro-evolution in an artificial seasonal foraging task, we compared agents evolving exclusively in changing environments to agents first evolved in static environments before transitioning. Results show that larger neural networks in dynamic environments arise mainly from prior static evolution, achieving superior performance under unpredictable changes. Our results challenge strict CBH predictions, provide agent-based (computational) support for a colonization-based account and highlight the role of evolutionary history in brain size evolution.

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