jiawen-liu.com - Jiawen Liu's Home Page

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Research Scientist @ Meta Contact: [email protected] Biography I am a research scientist at Meta AI System Co-design. My research interests lie in high performance computing, computer architecture, and machine learning. In particular, my research focuses on building efficient, fast, and scalable systems for machine learning on modern platforms. My research work has been published in prestigious venues, including ICS, PPoPP, MICRO, ASPLOS, IPDPS, and EuroSys, and receives the ACM ASPLOS Distinguished Artifact

AAAI'21 top-cs, top-cr Approximate Nearest Neighbor Search on Mobile Devices Based on Incremental Learning The 36th AAAI Conference on Artificial Intelligence, 2022. ( ) Jiawen Liu , Zhen Xie, Jie Liu, Dimitrios Nikolopoulos, Dong Li --> ICS'21 top-cs, top-cr Athena: High-Performance Sparse Tensor Contraction Sequence on Heterogeneous Memory The 35th ACM International Conference on Supercomputing, 2021. ( 38/157=24.2% ) Jiawen Liu , Dong Li, Roberto Gioiosa, Jiajia Li ICS'21 top-cs, top-cr Enabling Energy-E

MICRO'18 top-cs, top-cr Processing in Memory for Energy-Efficient CNN Training: A Heterogeneous Approach The 51st IEEE/ACM International Symposium on Microarchitecture, 2018. ( 74/348=21.3% ) Jiawen Liu , Hengyu Zhao, Matheus A. Ogleari, Dong Li, Jishen Zhao IPDPS'17 top-cr HOMP: Automated Distribution of Parallel Loops and Data in Highly Parallel Accelerator-Based Systems The 31st IEEE International Parallel and Distributed Processing Symposium, 2017. ( 116/516=22.5% ) Yonghong Yan, Jiawen Liu , Mariam Uma