@inproceedings {288638, author = {Chen Zhang and Lingxiao Ma and Jilong Xue and Yining Shi and Ziming Miao and Fan Yang and Jidong Zhai and Zhi Yang and Mao Yang}, title = {Cocktailer: Analyzing and Optimizing Dynamic Control Flow in Deep Learning}, booktitle = {17th USENIX Symposium on Operating Systems Design and Implementation (OSDI 23)}, year = {2023}, isbn = {978-1-939133-34-2}, address = {Boston, MA}, pages = {681--699}, url = {https://www.usenix.org/conference/osdi23/presentation/zhang-chen}, publisher = {USENIX Association}, month = jul } @inproceedings {288550, author = {Weihao Cui and Zhenhua Han and Lingji Ouyang and Yichuan Wang and Ningxin Zheng and Lingxiao Ma and Yuqing Yang and Fan Yang and Jilong Xue and Lili Qiu and Lidong Zhou and Quan Chen and Haisheng Tan and Minyi Guo}, title = {Optimizing Dynamic Neural Networks with Brainstorm}, booktitle = {17th USENIX Symposium on Operating Systems Design and Implementation (OSDI 23)}, year = {2023}, isbn = {978-1-939133-34-2}, address = {Boston, MA}, pages = {797--815}, url = {https://www.usenix.org/conference/osdi23/presentation/cui}, publisher = {USENIX Association}, month = jul } @inproceedings {288640, author = {Yining Shi and Zhi Yang and Jilong Xue and Lingxiao Ma and Yuqing Xia and Ziming Miao and Yuxiao Guo and Fan Yang and Lidong Zhou}, title = {Welder: Scheduling Deep Learning Memory Access via Tile-graph}, booktitle = {17th USENIX Symposium on Operating Systems Design and Implementation (OSDI 23)}, year = {2023}, isbn = {978-1-939133-34-2}, address = {Boston, MA}, pages = {701--718}, url = {https://www.usenix.org/conference/osdi23/presentation/shi}, publisher = {USENIX Association}, month = jul } @inproceedings {280896, author = {Hongyu Zhu and Ruofan Wu and Yijia Diao and Shanbin Ke and Haoyu Li and Chen Zhang and Jilong Xue and Lingxiao Ma and Yuqing Xia and Wei Cui and Fan Yang and Mao Yang and Lidong Zhou and Asaf Cidon and Gennady Pekhimenko}, title = {{ROLLER}: Fast and Efficient Tensor Compilation for Deep Learning}, booktitle = {16th USENIX Symposium on Operating Systems Design and Implementation (OSDI 22)}, year = {2022}, isbn = {978-1-939133-28-1}, address = {Carlsbad, CA}, pages = {233--248}, url = {https://www.usenix.org/conference/osdi22/presentation/zhu}, publisher = {USENIX Association}, month = jul } @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 {203215, author = {Lingxiao Ma and Zhi Yang and Han Chen and Jilong Xue and Yafei Dai}, title = {Garaph: Efficient {GPU-accelerated} Graph Processing on a Single Machine with Balanced Replication}, booktitle = {2017 USENIX Annual Technical Conference (USENIX ATC 17)}, year = {2017}, isbn = {978-1-931971-38-6}, address = {Santa Clara, CA}, pages = {195--207}, url = {https://www.usenix.org/conference/atc17/technical-sessions/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 }