2 papers
cs.LG2025
Automatic Joint Structured Pruning and Quantization for Efficient Neural Network Training and Compression
Xiaoyi Qu, David Aponte, Colby Banbury +5
Structured pruning and quantization are fundamental techniques used to reduce the size of deep neural networks (DNNs) and typically are applied independently. Applying these techni…
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…