2 papers
cs.NE2026
Robust Parameter and State Estimation in Multiscale Neuronal Systems Using Physics-Informed Neural Networks
Changliang Wei, Yangyang Wang, Xueyu Zhu
Inferring biophysical parameters and hidden state variables from partial and noisy observations is a fundamental challenge in computational neuroscience. This problem is particular…
cs.LG2024
Uncertainty quantification for deeponets with ensemble kalman inversion
Andrew Pensoneault, Xueyu Zhu
In recent years, operator learning, particularly the DeepONet, has received much attention for efficiently learning complex mappings between input and output functions across diver…