Optimizing Biophysical Large-Scale Brain Circuit Models With Deep Neural Networks
Tianchu Zeng, Tian Fang, Shaoshi Zhang, Xin Li, Ai Peng Tan, Bart Larsen, Sina Mansour L., Fang Ji, Joanna Su Xian Chong, Kwong Hsia Yap, Christopher Chen, Nicolai Franzmeier, Sebastian N. Roemer-Cassiano, Sidhant Chopra, Carrisa V. Cocuzza, , B.T. Thomas Yeo
This paper introduces DELSSOME, a deep learning framework that accelerates biophysical brain circuit model optimization, enabling faster parameter estimation and lifespan trajectory analysis of cortical E/I ratios.
bioRxiv · Apr 7, 2025 · PreprintNeuroscience