This is joint work with my fantastic collaborators @kushinm.bsky.social, @danielwurgaft.bsky.social @linasnasvytis.bsky.social, Michael Y. Li, @noahdgoodman.bsky.social, and @mcxfrank.bsky.social. You can read the preprint here: arxiv.org/abs/2606.26460 9/
- Auto-psych uses nested loops: an inner loop generates probabilistic cognitive models, an outer loop designs and runs online human experiments.
- In three independent human experiments, the system's discovered theories fit the data better than theories drawn from the scientific literature.
- The benchmark task was a classic cognitive psychology problem about how people perceive randomness in coin flip sequences.