Full Publications

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Preprints

  1. ____arXiv____

    SoK: Fully Homomorphic Encryption Accelerators

    Junxue Zhang*, Xiaodian Cheng*, Liu Yang, Jinbin Hu, Ximeng Liu, Kai Chen

    arXiv::2212.01713, 2022
    paper | docker

Conference Paper

  1. ____NSDI____

    FLASH: Towards a High-performance Hardware Acceleration Architecture for Cross-silo Federated Learning

    Junxue Zhang, Xiaodian Cheng, Wei Wang, Liu Yang, Jinbin Hu, Kai Chen

    In Proceedings of the 20th USENIX Symposium on Networked Systems Design and Implementation, 2023

    paper | usenix page | slides | video
  2. __INFOCOM__

    Communication Efficient Secret Sharing with Dynamic Communication-Computation Conversion

    Zhenghang Ren, Xiaodian Cheng, Mingxuan Fan, Junxue Zhang, Cheng Hong

    In Proceedings of IEEE International Conference on Computer Communications, 2023

    paper
  3. __SIGCOMM__

    LiteFlow: Towards High-performance Adaptive Neural Networks for Kernel Datapath

    Junxue Zhang, Chaoliang Zeng, Hong Zhang, Shuihai Hu, Kai Chen

    In Proceedings of the ACM SIGCOMM 2022 Conference, 2022

    paper | acm dl | code | slides
  4. ___CoNEXT___

    Spine: An Efficient DRL-based Congestion Control with Ultra-low Overhead

    Han Tian, Xudong Liao, Chaoliang Zeng, Junxue Zhang, Kai Chen

    In Proceedings of the 18th International Conference on emerging Networking EXperiments and Technologies, 2022

    paper | acm dl
  5. ____ICNP____

    Towards the Full Extensibility of Multipath TCP with eMPTCP

    Bin Yang, Dian Shen, Junxue Zhang, Fang Dong, Junzhou Luo, John. C.S. Lui

    In Proceedings of the 30th IEEE International Conference on Network Protocols, 2022

    paper | ieee dl | code
  6. ____KDD____

    Practical Lossless Federated Singular Vector Decomposition Over Billion-Scale Data

    Di Chai, Leye Wang, Junxue Zhang, Liu Yang, Shuowei Cai, Kai Chen, Qiang Yang

    In Proceedings of the 28th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, 2022

    paper | acm dl | code
  7. ___EuroSys___

    Multi-Objective Congestion Control

    Yiqing Ma, Han Tian, Xudong Liao, Junxue Zhang, Weiyan Wang, Kai Chen, Xin Jin

    In Proceedings of the 17th European Conference on Computer Systems, 2022

    paper | acm dl
  8. ___Oakland___

    Sphinx: Enabling Privacy-Preserving Online Learning over the Cloud

    Han Tian, Chaoliang Zeng, Zhenhang Ren, Di Chai, Junxue Zhang, Kai Chen, Qiang Yang

    In Proceedings of the 43rd IEEE Symposium on Security and Privacy, 2022

    paper | ieee dl
  9. ____ICDCS____

    Enabling Low Latency Edge Intelligence based on Multi-exit DNNs in the Wild

    Zhaowu Huang, Fang Dong, Dian Shen, Junxue Zhang, Huitian Wang, Guangxing Cai, Qiang He

    In Proceedings of the 41st IEEE International Conference on Distributed Computing Systems, 2021

    paper | ieee dl
  10. ___CoNEXT___

    Enabling ECN for Datacenter Networks with RTT Variations

    Junxue Zhang, Wei Bai, Kai Chen

    In Proceedings of the 15th International Conference on emerging Networking EXperiments and Technologies, 2019

    paper | acm dl | code | slides | extended version
  11. __SIGCOMM__

    Resilient Datacenter Load Balancing in the Wilds

    Hong Zhang, Junxue Zhang, Wei Bai, Kai Chen, Chowdhury Mosharaf

    In Proceedings of the ACM SIGCOMM 2017 Conference, 2017

    paper | acm dl | code

Journal Paper

  1. _____TCC_____

    Enabling ECN for Datacenter Networks with RTT Variations

    Junxue Zhang, Wei Bai, Kai Chen

    IEEE Transactions on Cloud Computing, 2022

    paper | ieee dl | code
  2. _____TSC_____

    Facilitating Application-aware Bandwidth Allocation in the Cloud with One-step-ahead Traffic Informations

    Dian Shen, Junzhou Luo, Fang Dong, Jiahui Jin, Junxue Zhang, Jun Shen

    IEEE Transactions on Services Computing, 2020

    paper | ieee dl

Workshop Paper

  1. __FL-IJCAL__

    Practical and Secure Federated Recommendation with Personalized Masks

    Liu Yang, Junxue Zhang, Di Chai, Leye Wang, Kuo Guo, Kai Chen, Qiang Yang

    In International Workshop on Trustworthy Federated Learning in Conjunction with IJCAI, 2022

    paper
  2. __FL-IJCAL__

    Secure Forward Aggregation for Vertical Federated Neural Networks

    Shuowei Cai, Di Chai, Liu Yang, Junxue Zhang, Yilun Jin, Leye Wang, Kun Guo, Kai Chen

    In International Workshop on Trustworthy Federated Learning in Conjunction with IJCAI, 2022

    paper
  3. __FL-IJCAL__

    Aegis: A Trusted, Automatic and Accurate Verification Framework for Vertical Federated Learning

    Cengguang Zhang, Junxue Zhang, Di Chai, Kai Chen

    In International Workshop on Federated and Transfer Learning for Data Sparsity and Confidentiality in Conjunction with IJCAI, 2021 (Best Application Paper Award)

    paper | award certificate
  4. ____APNet____

    RAT - Resilient Allreduce Tree for Distributed Machine Learning

    Xinchen Wan, Hong Zhang, Hao Wang, Shuihai Hu, Junxue Zhang, Kai Chen

    In Proceedings of the 4th Asia-Pacific Workshop on Networking, 2020

    paper | acm dl
  5. __FL-IJCAL__

    Quantifying the Performance of Federated Transfer Learning

    Qinghe Jing, Weiyang Wang, Junxue Zhang, Han Tian, Kai Chen

    International Workshop on Federated Learning for User Privacy and Data Confidentiality in Conjunction with IJCAI, 2019 (Best Student Paper Award)

    paper | award certificate
  6. ____APNet____

    Rethinking Transport Layer Design for Distributed Machine Learning

    Jiachen Xia, Gaoxiong Zeng, Junxue Zhang, Weiyang Wang, Wei Bai, Junchen Jiang, Kai Chen

    In Proceedings of the 3rd Asia-Pacific Workshop on Networking, 2019

    paper | acm dl
  7. __HotCloud__

    Bridging the Edge-Cloud Barrier for Real-time Advanced Vision Analytics

    Yiding Wang, Weiyang Wang, Junxue Zhang, Junchen Jiang, Kai Chen

    In Proceedings of the 11th USENIX Workshop on Hot Topics in Cloud Computing, 2019

    paper | usenix page