Full Publications

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Conference Paper

  1.    SIGCOMM   

    Fast, Scalable, and Accurate Rate Limiter for RDMA NICs

    Zilong Wang, Xinchen Wan, Luyang Li, Yijun Sun, Peng Xie, Xin Wei, Qingsong Ning, Junxue Zhang, Kai Chen

    In Proceedings of the ACM SIGCOMM 2024 Conference, 2024

    paper
  2.         ATC        

    Efficient Decentralized Federated Singular Vector Decomposition

    Di Chai, Junxue Zhang#, Liu Yang, Yilun Jin, Leye Wang, Kai Chen#, Qiang Yang

    In Proceedings of the USENIX Annual Technical Conference, 2024

    paper | usenix page | code | docker

    Pass the Artfact Evaluation with all badges: usenixbadges-available usenixbadges-functional usenixbadges-reproduced

  3.     EuroSys    

    Accelerating Privacy-Preserving Machine Learning With GeniBatch

    Xinyang Huang, Junxue Zhang#, Xiaodian Cheng, Hong Zhang, Yilun Jin, Shuihai Hu, Han Tian, Kai Chen#

    In Proceedings of the 19th European Conference on Computer Systems, 2024

    paper | acm dl | code
  4.     Security    

    Accelerating Secure Collaborative Machine Learning with Protocol-Aware RDMA

    Zhenghang Ren, Mingxuan Fan, Zilong Wang, Junxue Zhang, Chaoliang Zeng, Zhicong Huang, Cheng Hong, Kai Chen

    In Proceedings of the 32nd USENIX Security Symposium, 2024

    paper | usenix page
  5.       ICNP      

    Enabling Load Balancing for Lossless Datacenters

    Jinbin Hu, Chaoliang Zeng, Zilong Wang, Junxue Zhang, Kun Guo, Hong Xu, Jiawei Huang, Kai Chen

    In Proceedings of the 31th IEEE International Conference on Network Protocols, 2023 (Best Paper Award)

    paper | ieee dl | award certificate | extended version
  6.       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 | extended version
  7.    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 | ieee dl
  8.    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 | video | extended version
  9.     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
  10.       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
  11.       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
  12.     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
  13.     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
  14.     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
  15.     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
  16.    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.        CSUR       

    SoK: Fully Homomorphic Encryption Accelerators

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

    ACM Computing Survey, 2024, Just Accepted

    paper | acm dl | docker | arXiv
  2.       TPDS      

    High-performance Hardware Acceleration Architecture for Cross-silo Federated Learning

    Junxue Zhang, Xiaodian Cheng, Liu Yang, Jinbin Hu, Han Tian, Kai Chen

    IEEE Transactions on Parallel and Distributed Systems, 2024, Early Access

    paper | ieee dl | supplementary materials
  3.       TKDE      

    A Survey for Federated Learning Evaluations: Goals and Measures

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

    IEEE Transactions on Knowledge and Data Engineering, 2024, Early Access

    paper | ieee dl | arXiv | code
  4.       TON      

    LiteFlow: Towards High-performance Adaptive Neural Networks for Kernel Datapath (extended version)

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

    IEEE/ACM Transactions on Networking, 2024, Volume: 32, Issue: 1

    paper | ieee dl | code
  5.       TON      

    Load Balancing with Multi-level Signals for Lossless Datacenter Networks

    Jinbin Hu, Chaoliang Zeng, Zilong Wang, Junxue Zhang, Kun Guo, Hong Xu, Jiawei Huang, Kai Chen

    IEEE/ACM Transactions on Networking, 2024, Volume: 32, Issue: 3

    paper | ieee dl
  6.       TON      

    Efficient DRL-based Congestion Control with Ultra-low Overhead (extended version)

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

    IEEE/ACM Transactions on Networking, 2024, Volume: 32, Issue: 3

    paper | ieee dl
  7.       TCC      

    Enabling ECN for Datacenter Networks with RTT Variations (extended version)

    Junxue Zhang, Wei Bai, Kai Chen

    IEEE Transactions on Cloud Computing, 2023, Volume: 11, Issue: 3

    paper | ieee dl | code
  8.       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, Volume: 13, Issue: 2

    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 | lecture notes
  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 | lecture notes
  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