Human intelligence relates to neural measures of cognitive map formation
Abstract
Psychometric research on intelligence consistently identifies latent factors underlying performance correlations across cognitive tasks, with one general factor (g) explaining most variance and predicting general life outcomes. Their biological basis is yet unresolved, in particular with regard to the neural information processing mechanisms that may underlie intelligence. Here we test the hypothesis that interindividual differences in relational processing, supported by cognitive maps in the hippocampus, are related to fluid intelligence (gf), a statistical approximation of the general factor. Using standardized cognitive tests and fMRI of different mnemonic tasks, we demonstrate a positive correlation between gf and map-like encoding of object positions learned piecemeal. The behavioral and neural geometry of object representations in the lower gf range was less consistent with any two-dimensional representation, congruent with a lack of relational integration at encoding. The specificity of the link between cognitive maps and intelligence to relational processing was further supported by comparisons to non-relational mnemonic processing in the hippocampus during item recognition. These findings offer first empirical support for a link between neural mechanisms related to relational reasoning and general cognitive performance and probe the presumed relevance of hippocampal coding properties for cognition more broadly.
02 /Specification & Classification
Click any tag to browse matching papers- Citations
- 4
- FWCI
- 4.17
- Field percentile
- top 6%
- Organism
- Assay
- Approach
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Neural alignment of knowledge structures relates to human intelligence
Rebekka M. Tenderra, Stephanie Theves·bioRxiv·Apr 13, 2026
- Decoding the Human Brain during Intelligence Testing
Jonas Alexander Thiele, Joshua Faskowitz, … Kirsten Hilger·Communications BiologyPeer-reviewed·Dec 23, 2025
- Map making: Constructing, combining, and inferring on abstract cognitive maps
Seongmin A. Park, Douglas S. Miller, … Erie D. Boorman·NeuronPeer-reviewed·Jul 22, 2020
- Parallel cognitive maps for short-term statistical and long-term semantic relationships in the hippocampal formation
Xiaochen Zheng, Martin N. Hebart, … Mona M. Garvert·bioRxiv·Aug 29, 2022
- Cerebral cortical structures linked to intelligence
Chun-Ju Chou, Mark Joseph A. Fiecas, … Chi‐Hua Chen·bioRxiv·Oct 6, 2025
- The neural basis of intelligence in fine-grained cortical topographies
Ma Feilong, J. Swaroop Guntupalli, James V. Haxby·eLifePeer-reviewed·Mar 8, 2021