Showing 2024Show all
2 papers · 1 filter
cs.LG2024
HESSO: Towards Automatic Efficient and User Friendly Any Neural Network Training and Pruning
Tianyi Chen, Xiaoyi Qu, David Aponte +7
Structured pruning is one of the most popular approaches to effectively compress the heavy deep neural networks (DNNs) into compact sub-networks while retaining performance. The ex…
math.OC2024
A Proximal-Gradient Method for Constrained Optimization
Yutong Dai, Xiaoyi Qu, Daniel P. Robinson
We present a new algorithm for solving optimization problems with objective functions that are the sum of a smooth function and a (potentially) nonsmooth regularization function, a…