bioRxivNeurosciencePreprint
Probabilistic working memory representations in human cortex guide behavior
Ying Joey ZhouiD, Clayton E. CurtisiD, Daryl Lawrence FougnieiD, Kartik K. SreenivasaniD
Abstract
Models of working memory make fundamentally different commitments to the architecture of individual memories. Information-sparse models conceptualize individual memories single point estimates agnostic to meta-cognitive variables such a uncertainty. In contrast, information-rich models propose memories re encoded s probability distributions over feature space that embed memory uncertainty in the shape of the distribution To distinguish these accounts, constructed probability distributions of memory from participants iterative reports of motion direction each trial. Remarkably, the idiosyncratic shape of these distributions (e.g., asymmetry) single trials matched the shape of neural probability distributions decoded from fMRI patterns measured from occipital and parietal cortex. Consistent with information-rich models, the neural representation of n individual memory encodes mor than the memorized feature; its variance (i.e., width and asymmetry) encodes idiosyncrasies whose read-out predicts memory behavior.
- Citations
- 0
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
- Joint representation of working memory and uncertainty in human cortex
Hsin-Hung Li, Thomas C. Sprague, … Clayton E. Curtis·NeuronPeer-reviewed·Sep 14, 2021
- Humans incorporate trial-to-trial working memory uncertainty into rewarded decisions
Maija Honig, Wei Ji Ma, Daryl Lawrence Fougnie·Proceedings of the National Academy of SciencesPeer-reviewed·Mar 30, 2020
- A Flexible Model of Working Memory
Flora Bouchacourt, Timothy J. Buschman·NeuronPeer-reviewed·May 15, 2019
- Uncertainty is Maintained and Used in Working Memory
Aspen H. Yoo, Luigi Acerbi, Wei Ji Ma·Journal of VisionPeer-reviewed·Aug 9, 2021
- Using a betting game to reveal the rich nature of visual working memories
Syaheed B. Jabar, Kartik K. Sreenivasan, … Daryl Lawrence Fougnie·bioRxiv·Oct 28, 2020
- Geometry of neural computation unifies working memory and planning
Daniel B. Ehrlich, John D. Murray·Proceedings of the National Academy of SciencesPeer-reviewed·Sep 6, 2022