81 citations · 94 across the 4 of their papers we have counts for
Showing 2020Show all
2 papers · 1 filter
cs.AR2020★ 11 cited
MicroRec: Efficient Recommendation Inference by Hardware and Data Structure Solutions
Wenqi Jiang, Zhenhao He, Shuai Zhang +9
Deep neural networks are widely used in personalized recommendation systems. Unlike regular DNN inference workloads, recommendation inference is memory-bound due to the many random…
cs.LG2020★ 81 cited
Dynamic Sampling and Selective Masking for Communication-Efficient Federated Learning
Shaoxiong Ji, Wenqi Jiang, Anwar Walid +1
Federated learning (FL) is a novel machine learning setting that enables on-device intelligence via decentralized training and federated optimization. Deep neural networks' rapid d…