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Dr Mohamady El-Gaby

Our group aims to understand the neuronal mechanisms for building and using mental models.

We learn by building models—both of the external world and our internally generated goals. These models help us make inferences in new situations and adapt our behaviour flexibly.

Our group seeks to bridge the gap between the biology and computation of internal models. We do this by inferring underlying algorithms from the dynamics and connectivity of neurons in brain regions such as the prefrontal cortex and hippocampal formation. 

Specifically, we aim to understand how internal models of the world and goals:

1- Support computations like planning and social learning

2- Emerge during learning and early postnatal development

3- Malfunction in disorders such as psychosis

To achieve this, we combine automated behavioural tasks in mice with electrophysiology, optogenetics, and computational modelling/analysis. We also collaborate with researchers studying humans (including patients), non-human primates, and artificial neural networks. This is helping us identify common principles—and evolutionary differences—in the mechanisms underlying internal models.

Our team

Selected publications

cellular basis for mapping behavioural structure.

Journal article

El-Gaby M. et al, (2024), Nature, 636, 671 - 680

Cellular Basis for Mapping Behavioural Structure

Preprint

El-Gaby M. et al, (2023)

The shallow cognitive map hypothesis: A hippocampal framework for thought disorder in schizophrenia.

Journal article

Musa A. et al, (2022), Schizophrenia (Heidelb), 8

n emergent neural coactivity code for dynamic memory.

Journal article

El-Gaby M. et al, (2021), Nat Neurosci, 24, 694 - 704

Related research themes