Sparks of In Silico Cognitive Science: Theories from Simulated Data Can Generalize to Humans
The Automated Cognitive Scientist, a closed-loop discovery system in which LLM agents design theory-discriminating experiments, collect responses, arbitrate between competing theories, and synthesize successors, entirely on behavior simulated by Centaur, a foundation model of human behavior, succeeds despite the simula...