How the brain represents abstract information to help people generalize

The geometry of neural representations reflecting abstraction in humans

['FUNDING_R01'] · COLUMBIA UNIV NEW YORK MORNINGSIDE · NIH-11314493

This project looks at how healthy adults' brains form simplified activity patterns that let them apply past learning to new situations using MRI while they do a learning task.

Quick facts

Phase['FUNDING_R01']
Study typeNih_funding
SexAll
SponsorCOLUMBIA UNIV NEW YORK MORNINGSIDE (nih funded)
Locations1 site (NEW YORK, UNITED STATES)
Trial IDNIH-11314493 on ClinicalTrials.gov

What this research studies

You would come to the lab and perform a computer-based learning task while lying in an MRI scanner so researchers can record your brain activity. The task includes multiple stimuli with a hidden structure that people can learn and then use to infer changes for other items. Scientists will analyze the geometry and dimensionality of multivoxel brain activity to see whether the brain uses compact, abstract formats that support generalization and how factors like learning rate and motivation affect those formats. The approach adapts methods from animal work and builds on pilot data showing people can learn and infer the hidden structure.

Who could benefit from this research

Good fit: Ideal participants are adult volunteers who can undergo MRI scanning and are comfortable performing computerized learning tasks, typically without major neurological or unstable psychiatric conditions.

Not a fit: People with MRI contraindications, young children, or individuals with severe uncontrolled neurological or psychiatric disorders are unlikely to be eligible or to directly benefit from participation.

Why it matters

Potential benefit: If successful, this work could improve understanding of how the brain generalizes from past experiences and may eventually inform treatments for conditions with impaired generalization, such as anxiety or PTSD.

How similar studies have performed: Related animal experiments and some human fMRI work support the idea of abstract neural formats, but applying this specific geometric analysis to human learning and its modulation is relatively new.

Where this research is happening

NEW YORK, UNITED STATES

Researchers

About this research

  1. This is an active NIH-funded research project — typically early-stage science, not a clinical trial accepting patient enrollment.
  2. Some NIH-funded labs run parallel clinical studies or seek volunteers for related work. To check, contact the principal investigator or institution listed above.
  3. For full project details, budget, and progress reports, visit the official NIH RePORTER page below.

View on NIH RePORTER →

Last reviewed 2026-05-15 by the Find a Trial editorial team. Information on this page is for educational purposes and is not medical advice. Always consult qualified healthcare professionals about clinical trial participation.