Hofstadter's quest: A tale of cognitive pursuit

Abstract

High-level cognition and perception are fundamentally inseparable, functioning through the recursive process of analogy-making. This cognitive framework operates via a nondeterministic parallel architecture where top-down and bottom-up pressures interact through a “parallel terraced scan,” allowing flexible, multilevel representations to emerge from subcognitive, probabilistic influences. By utilizing constrained computational domains, research demonstrates that complex mental phenomena—including metaphor appreciation and creative exploration—arise from the collective activity of decentralized, mechanical components. This approach shifts focus from rigid, rule-based logic to the fluid “slippability” of concepts within conceptual neighborhoods, suggesting that even rigorous scientific reasoning is rooted in foundational analogical mechanisms. These models provide a functional bridge between abstract thought and mechanical implementation, offering a biologically plausible platform where variable parameters can simulate both obsessive problem-solving and stochastic wandering. Consequently, the study of these fluid concepts suggests that the essence of intelligence lies not in isolated logic, but in the continuous, perception-like process of recognizing similarities across diverse contexts. – AI-generated abstract.