@inproceedings {258921, author = {Lingxiao Ma and Zhiqiang Xie and Zhi Yang and Jilong Xue and Youshan Miao and Wei Cui and Wenxiang Hu and Fan Yang and Lintao Zhang and Lidong Zhou}, title = {Rammer: Enabling Holistic Deep Learning Compiler Optimizations with {rTasks}}, booktitle = {14th USENIX Symposium on Operating Systems Design and Implementation (OSDI 20)}, year = {2020}, isbn = {978-1-939133-19-9}, pages = {881--897}, url = {https://www.usenix.org/conference/osdi20/presentation/ma}, publisher = {USENIX Association}, month = nov } @inproceedings {234948, author = {Lingxiao Ma and Zhi Yang and Youshan Miao and Jilong Xue and Ming Wu and Lidong Zhou and Yafei Dai}, title = {{NeuGraph}: Parallel Deep Neural Network Computation on Large Graphs}, booktitle = {2019 USENIX Annual Technical Conference (USENIX ATC 19)}, year = {2019}, isbn = {978-1-939133-03-8}, address = {Renton, WA}, pages = {443--458}, url = {https://www.usenix.org/conference/atc19/presentation/ma}, publisher = {USENIX Association}, month = jul } @inproceedings {201566, author = {Wencong Xiao and Jilong Xue and Youshan Miao and Zhen Li and Cheng Chen and Ming Wu and Wei Li and Lidong Zhou}, title = {{Tux{\texttwosuperior}}: Distributed Graph Computation for Machine Learning}, booktitle = {14th USENIX Symposium on Networked Systems Design and Implementation (NSDI 17)}, year = {2017}, isbn = {978-1-931971-37-9}, address = {Boston, MA}, pages = {669--682}, url = {https://www.usenix.org/conference/nsdi17/technical-sessions/presentation/xiao}, publisher = {USENIX Association}, month = mar }