177 citations · 559 across the 13 of their papers we have counts for
Showing 2017Show all
3 papers · 1 filter
cs.LG2017★ 4 cited
FFT-Based Deep Learning Deployment in Embedded Systems
Sheng Lin, Ning Liu, Mahdi Nazemi +4
Deep learning has delivered its powerfulness in many application domains, especially in image and speech recognition. As the backbone of deep learning, deep neural networks (DNNs)…
cs.CV2017★ 177 cited
CirCNN: Accelerating and Compressing Deep Neural Networks Using Block-CirculantWeight Matrices
Caiwen Ding, Siyu Liao, Yanzhi Wang +13
Large-scale deep neural networks (DNNs) are both compute and memory intensive. As the size of DNNs continues to grow, it is critical to improve the energy efficiency and performanc…
cs.DC2017★ 53 cited
A Hierarchical Framework of Cloud Resource Allocation and Power Management Using Deep Reinforcement Learning
Ning Liu, Zhe Li, Zhiyuan Xu +5
Automatic decision-making approaches, such as reinforcement learning (RL), have been applied to (partially) solve the resource allocation problem adaptively in the cloud computing…