27 citations · 46 across the 12 of their papers we have counts for
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cs.PF2019
Sentinel: Runtime Data Management on Heterogeneous Main MemorySystems for Deep Learning
Jie Ren, Jiaolin Luo, Kai Wu +2
Software-managed heterogeneous memory (HM) provides a promising solution to increase memory capacity and cost efficiency. However, to release the performance potential of HM, we fa…
cs.PF2019★ 1 cited
EasyCrash: Exploring Non-Volatility of Non-Volatile Memory for High Performance Computing Under Failures
Jie Ren, Kai Wu, Dong Li
Emerging non-volatile memory (NVM) is promising for building future HPC. Leveraging the non-volatility of NVM as main memory, we can restart the application using data objects rema…
cs.PF2018
A Preliminary Study of Neural Network-based Approximation for HPC Applications
Wenqian Dong, Anzheng Guolu, Dong Li
Machine learning, as a tool to learn and model complicated (non)linear relationships between input and output data sets, has shown preliminary success in some HPC problems. Using m…