2 papers
eess.SY2024
A Hybrid Simulation of DNN-based Gray Box Models
Aayushya Agarwal, Yihan Ruan, Larry Pileggi
Simulation is vital for engineering disciplines, as it enables the prediction and design of physical systems. However, the computational challenges inherent to large-scale simulati…
cs.LG2023
Towards Hyperparameter-Agnostic DNN Training via Dynamical System Insights
Carmel Fiscko, Aayushya Agarwal, Yihan Ruan +3
We present a stochastic first-order optimization method specialized for deep neural networks (DNNs), ECCO-DNN. This method models the optimization variable trajectory as a dynamica…