People · Postdocs

About

I am interested on how to use dynamical systems to explain the connection between neural structure, function and behavior across the multiscale landscape. Specifically, I enjoy using data driven tools to extract this information directly from neural data. I did my PhD in Georgia Tech / Emory in Atlanta in Biomedical Engineering, and my Postdoc at the Charite in Berlin before moving to Syndey.

What's a fun fact about you?

When I am not in the lab, I like to be at a bar playing chess

Projects

Multiscale Brain Organisation

Investigates how neural systems organize across multiple scales, from local circuits to global network dynamics. This project integrates computational models with empirical neurobiological data to understand principles of brain organization.

Selected Publications

Dynamic properties of simulated brain network models and empirical resting-state data

Kashyap A, Keilholz S

Network Neuroscience · 2019DOI ↗PDF ↗
Brain network constraints and recurrent neural networks reproduce unique trajectories and state transitions seen over the span of minutes in resting-state fMRI

Kashyap A, Keilholz S

Network Neuroscience · 2020DOI ↗PDF ↗
A deep learning approach to estimating initial conditions of Brain Network Models in reference to measured fMRI data

Kashyap A, Plis S, Ritter P, Keilholz S

Frontiers in Neuroscience · 2023DOI ↗PDF ↗
Critical dynamics and interictal epileptiform discharge: a comparative analysis with respect to tracking seizure risk cycles

Kashyap A, Müller P, Miron G, Meisel C

Frontiers in Network Physiology · 2024DOI ↗PDF ↗
Using an ordinary differential equation model to separate rest and task signals in fMRI

Kashyap A, Geenjaar E, Bey P, Dhindsa K, Glomb K, Plis S, Keilholz S, Ritter P

Nature Communications · 2025DOI ↗PDF ↗
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