276 citations · 323 across the 12 of their papers we have counts for
4 papers · 1 filter
HALO: Learning to Prune Neural Networks with Shrinkage
Skyler Seto, Martin T. Wells, Wenyu Zhang
Deep neural networks achieve state-of-the-art performance in a variety of tasks by extracting a rich set of features from unstructured data, however this performance is closely tie…
Modeling a Nonlinear Biophysical Trend Followed by Long-Memory Equilibrium with Unknown Change Point
Wenyu Zhang, Maryclare Griffin, David S. Matteson
Measurements of many biological processes are characterized by an initial trend period followed by an equilibrium period. Scientists may wish to quantify features of the two period…
CAZSL: Zero-Shot Regression for Pushing Models by Generalizing Through Context
Wenyu Zhang, Skyler Seto, Devesh K. Jha
Learning accurate models of the physical world is required for a lot of robotic manipulation tasks. However, during manipulation, robots are expected to interact with unknown workp…
Multi-label Prediction in Time Series Data using Deep Neural Networks
Wenyu Zhang, Devesh K. Jha, Emil Laftchiev +1
This paper addresses a multi-label predictive fault classification problem for multidimensional time-series data. While fault (event) detection problems have been thoroughly studie…