11 citations · 11 across the 2 of their papers we have counts for
2 papers
cs.LG2021
Demystifying and Generalizing BinaryConnect
Tim Dockhorn, Yaoliang Yu, Eyyüb Sari +2
BinaryConnect (BC) and its many variations have become the de facto standard for neural network quantization. However, our understanding of the inner workings of BC is still quite…
cs.CV2020★ 11 cited
Importance of Data Loading Pipeline in Training Deep Neural Networks
Mahdi Zolnouri, Xinlin Li, Vahid Partovi Nia
Training large-scale deep neural networks is a long, time-consuming operation, often requiring many GPUs to accelerate. In large models, the time spent loading data takes a signifi…