27 citations · 49 across the 9 of their papers we have counts for
4 papers · 1 filter
Direct observation of 3D atomic packing in monatomic amorphous materials
Yakun Yuan, Dennis S. Kim, Jihan Zhou +10
Liquids and solids are two fundamental states of matter. However, due to the lack of direct experimental determination, our understanding of the 3D atomic structure of liquids and…
Computational methods for nonlocal mean field games with applications
Siting Liu, Matthew Jacobs, Wuchen Li +2
We introduce a novel framework to model and solve mean-field game systems with nonlocal interactions. Our approach relies on kernel-based representations of mean-field interactions…
Sparsity Meets Robustness: Channel Pruning for the Feynman-Kac Formalism Principled Robust Deep Neural Nets
Thu Dinh, Bao Wang, Andrea L. Bertozzi +1
Deep neural nets (DNNs) compression is crucial for adaptation to mobile devices. Though many successful algorithms exist to compress naturally trained DNNs, developing efficient an…
Scheduled Restart Momentum for Accelerated Stochastic Gradient Descent
Bao Wang, Tan M. Nguyen, Andrea L. Bertozzi +2
Stochastic gradient descent (SGD) with constant momentum and its variants such as Adam are the optimization algorithms of choice for training deep neural networks (DNNs). Since DNN…