ARTFEED — Contemporary Art Intelligence

AI offers cognitive science naturalistic models for generalizable theories

other · 2026-05-23

A new paper on arXiv (2502.20349) argues that progress in AI provides cognitive science with opportunities to adopt naturalistic stimuli, tasks, and behaviors in experiments, alongside computational models that handle them. The authors review research across neuroscience, cognitive science, and AI showing that naturalistic paradigms can elicit distinct behaviors and engage different processes than traditional lab tasks. They contend that learning from naturalistic data yields qualitatively different outcomes, potentially resolving aspects of natural intelligence and ensuring theories generalize beyond controlled settings.

Key facts

  • Paper ID: arXiv:2502.20349
  • Announce type: replace-cross
  • Argues AI progress enables naturalistic experiments in cognitive science
  • Reviews research across neuroscience, cognitive science, and AI
  • Naturalistic paradigms elicit distinct behaviors
  • Naturalistic paradigms engage different processes
  • Learning from naturalistic data yields qualitatively different outcomes
  • Aims to build generalizable theories spanning natural situations

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