Optimizing Biophysical Large-Scale Brain Circuit Models With Deep Neural Networks
The paper introduces DELSSOME, a deep learning framework that bypasses computationally expensive numerical integration to accelerate the optimization of biophysical brain circuit models by 50–8000 times, enabling the first population-scale analysis of individual cortical E/I ratio trajectories across the lifespan.