134 citations · 173 across the 4 of their papers we have counts for
4 papers
SQuantizer: Simultaneous Learning for Both Sparse and Low-precision Neural Networks
Mi Sun Park, Xiaofan Xu, Cormac Brick
Deep neural networks have achieved state-of-the-art accuracies in a wide range of computer vision, speech recognition, and machine translation tasks. However the limits of memory b…
Hybrid Pruning: Thinner Sparse Networks for Fast Inference on Edge Devices
Xiaofan Xu, Mi Sun Park, Cormac Brick
We introduce hybrid pruning which combines both coarse-grained channel and fine-grained weight pruning to reduce model size, computation and power demands with no to little loss in…
Bayesian Variable Selection and Estimation Based on Global-Local Shrinkage Priors
Xueying Tang, Xiaofan Xu, Malay Ghosh +1
In this paper, we consider Bayesian variable selection problem of linear regression model with global-local shrinkage priors on the regression coefficients. We propose a variable s…
Bayesian Variable Selection and Estimation for Group Lasso
Xiaofan Xu, Malay Ghosh
The paper revisits the Bayesian group lasso and uses spike and slab priors for group variable selection. In the process, the connection of our model with penalized regression is de…