14 citations · 15 across the 2 of their papers we have counts for
2 papers
cs.DC2022★ 1 cited
Dataloader Parameter Tuner: An Automated Dataloader Parameter Tuner for Deep Learning Models
JooYoung Park, DoangJoo Synn, XinYu Piao +1
Deep learning has recently become one of the most compute/data-intensive methods and is widely used in many research areas and businesses. One of the critical challenges of deep le…
cs.LG2021★ 14 cited
Enabling Large Batch Size Training for DNN Models Beyond the Memory Limit While Maintaining Performance
XinYu Piao, DoangJoo Synn, JooYoung Park +1
Recent deep learning models are difficult to train using a large batch size, because commodity machines may not have enough memory to accommodate both the model and a large data ba…