Selected publications in reverse-chronological order.
Full publication list on Google Scholar

  1. Embedding Learning in Hybrid Quantum-Classical Neural Networks
    Minzhao Liu, Junyu Liu, Rui Liu, Henry Makhanov, Danylo Lykov, Anuj Apte, and Yuri Alexeev
    IEEE International Conference on Quantum Computing and Engineering (QCE), 2022
  2. Accelerating Container-based Deep Learning Hyperparameter Optimization Workloads
    Rui Liu, David Wong, Dave Lange, Patrik Larsson, Vinay Jethava, and Qing Zheng
    Workshop on Data Management for End-to-End Machine Learning (DEEM@SIGMOD), 2022
  3. Bring Orders into Uncertainty: Enabling Efficient Uncertain Graph Processing via Novel Path Sampling on Multi-Accelerator Systems
    Heng Zhang, Lingda Li, Hang Liu, Donglin Zhuang, Rui Liu, Chengying Huan, Shuang Song, Dingwen Tao, Yongchao Liu, Charles He, Yanjun Wu, and Shuaiwen Leon Song
    ACM International Conference on Supercomputing (ICS), 2022
  1. Understanding and Optimizing Packed Neural Network Training for Hyper-Parameter Tuning
    Rui Liu, Sanjay Krishnan, Aaron J. Elmore, and Michael J. Franklin
    Workshop on Data Management for End-to-End Machine Learning (DEEM@SIGMOD), 2021
  2. An Efficient Uncertain Graph Processing Framework for Heterogeneous Architectures
    Heng Zhang, Lingda Li, Donglin Zhuang, Rui Liu, Shuang Song, Dingwen Tao, Yanjun Wu, and Shuaiwen Leon Song
    ACM SIGPLAN Symposium on Principles and Practice of Parallel Programming (PPoPP), 2021
    1. Artificial Intelligence in Resource-Constrained and Shared Environments
      Sanjay Krishnan, Aaron J. Elmore, Michael J. Franklin, John Paparrizos, Zechao Shang, Adam Dziedzic, and Rui Liu
      ACM SIGOPS Operating Systems Review (OSR), 2019
    2. Understanding Mobile Users’ Privacy Expectations: A Recommendation-Based Method Through Crowdsourcing
      Rui Liu, Junbin Liang, Jiannong Cao, Kehuan Zhang, Wenyu Gao, Lei Yang, and Ruiyun Yu
      IEEE Transactions on Services Computing (TSC), 2019
    3. Participant Incentive Mechanism Toward Quality-Oriented Sensing: Understanding and Application
      Ruiyun Yu, Jiannong Cao, Rui Liu, Wenyu Gao, Xingwei Wang, and Junbin Liang
      ACM Transactions on Sensor Networks (TOSN), 2019
    1. Draining the Data Swamp: A Similarity-based Approach
      Will Brackenbury, Rui Liu, Mainack Mondal, Aaron J. Elmore, Blase Ur, Kyle Chard, and Michael J. Franklin
      Workshop on Human-In-the-Loop Data Analytics (HILDA@SIGMOD), 2018
    2. Untangling Blockchain: A Data Processing View of Blockchain Systems
      Tien Tuan Anh Dinh, Rui Liu, Meihui Zhang, Gang Chen, Beng Chin Ooi, and Ji Wang
      IEEE Transactions on Knowledge and Data Engineering (TKDE), 2018
    3. UIO-Based Testbed Augmentation for Simulating Cyber-Physical Systems
      Rui Liu, Junbin Liang, Jiannong Cao, Weiping Zhu, Sebastian VanSyckel, and Christian Becker
      IEEE Intelligent Systems, 2018
    4. When Privacy Meets Usability: Unobtrusive Privacy Permission Recommendation System for Mobile Apps Based on Crowdsourcing
      Rui Liu, Jiannong Cao, Kehuan Zhang, Wenyu Gao, Junbin Liang, and Lei Yang
      IEEE Transactions on Services Computing (TSC), 2018
    1. BLOCKBENCH: A Framework for Analyzing Private Blockchains
      Tien Tuan Anh Dinh, Ji Wang, Gang Chen, Rui Liu, Beng Chin Ooi, and Kian-Lee Tan
      ACM International Conference on Management of Data (SIGMOD), 2017
    2. Vulnerable GPU Memory Management: Towards Recovering Raw Data from GPU
      Zhe Zhou, Wenrui Diao, Xiangyu Liu, Zhou Li, Kehuan Zhang, and Rui Liu
      Privacy Enhancing Technologies Symposium (PETS), 2017
    1. Distributed Intelligent MEMS: A Survey and A Real-Time Programming Framework
      Junbin Liang, Jiannong Cao, Rui Liu, and Tao Li
      ACM Computing Surveys (CSUR), 2016
    2. PriMe: Human-centric Privacy Measurement based on User Preferences Towards Data Sharing in Mobile Participatory Sensing Systems
      Rui Liu, Jiannong Cao, Sebastian VanSyckel, and Wenyu Gao
      IEEE International Conference on Pervasive Computing and Communications (PerCom), 2016