publications

Journal Articles

1. TMC

   二区 / Q1 / CCF A

   Slice Sandwich: Jagged Slicing Multi-tier Dynamic Resources for Diversified V2X Services

   Yu Liu, Zirui Zhuang, Qi Qi, Jingyu Wang, Dezhi Chen, Lu Lu, Hongwei Yang, Jianxin Liao, and Zhu Han

   IEEE Transactions on Mobile Computing, vol. 23, (5), pp. 4285–4302, May 2024
2. ToN

   二区 / Q1 / CCF-A

   Dynamic Network Slice for Bursty Edge Traffic

   Rongxin Han, Jingyu Wang, Qi Qi, Dezhi Chen, Zirui Zhuang, Haifeng Sun, Xiaoyuan Fu, Jianxin Liao, and Song Guo

   IEEE/ACM Transactions on Networking, May 2024

   Early access.
3. ComMag

   一区 / Q1

   Towards High-Powered Connected Autonomous Vehicles: A Cooperative Solution via Transient Edge Intelligence Provision

   Yu Liu, Jingyu Wang, Qi Qi, Zirui Zhuang, Jianxin Liao, and Zhu Han

   IEEE Communications Magazine, vol. 61, (12), pp. 94–100, December 2023
4. JIoT

   一区 / Q1

   TacNet: A Tactic-Interactive Resource Allocation Method for Vehicular Networks

   Xiaoyuan Fu, Quan Yuan, Zirui Zhuang, Yang Li, Jianxin Liao, and Dongmei Zhao

   IEEE Internet of Things Journal, December 2023
5. JCIN

   CIC-T1

   Network Meets ChatGPT: Intent Autonomous Management, Control and Operation

   Jingyu Wang, Lei Zhang, Yiran Yang, Zirui Zhuang, Qi Qi, Haifeng Sun, Lu Lu, Junlan Feng, and Jianxin Liao

   Journal of Communications and Information Networks, vol. 8, (3), pp. 239-255, September 2023
6. ToN

   二区 / Q1 / CCF-A

   Standing on the Shoulders of Giants: Cross-Slice Federated Meta Learning for Resource Orchestration to Cold-Start Slice

   Tianjian Dong, Qi Qi, Jingyu Wang, Zirui Zhuang, Haifeng Sun, Jianxin Liao, and Zhu Han

   IEEE/ACM Transactions on Networking, vol. 31, (2), pp. 828–845, April 2023

   Online August 2022
7. TVT

   二区 / Q1

   Q-Learning Aided Intelligent Routing With Maximum Utility in Cognitive UAV Swarm for Emergency Communications

   Long Zhang, Xiaozheng Ma, Zirui Zhuang, Haitao Xu, Vishal Sharma, and Zhu Han

   IEEE Transactions on Vehicular Technology, vol. 72, (3), pp. 3707–3723, March 2023
8. TCCN

   二区 / Q1

   Intelligent Joint Network Slicing and Routing via GCN-powered Multi-Task Deep Reinforcement Learning

   Tianjian Dong, Zirui Zhuang, Qi Qi, Jingyu Wang, Haifeng Sun, F. Richard Yu, Tao Sun, Cheng Zhou, and Jianxin Liao

   IEEE Transactions on Cognitive Communications and Networking, vol. 8, (2), pp. 1269–1286, June 2022

   Online Dec. 2021.
9. 通信学报

   CIC T1 / CCF T1

   Research on a knowledge-defined polymorphic network attainable service architecture

   Jingyu Wang, and Zirui Zhuang

   Journal on Communications, vol. 43, (4), pp. 71–82, April 2022
10. CSTPCD / CIC T1

    Knowledge-Defined Intent-based Network Autonomy

    Jingyu Wang, Cheng Zhou, Lei Zhang, Cong Liu, Zirui Zhuang, Hongwei Yang, Danyang Chen, Yanhong Zhu, Lu Lu, and Jianxin Liao

    Telecommunications Science, vol. 37, (9), pp. 1-13, September 2021
11. TNSM

    二区 / Q1

    Generative Adversarial Network-based Transfer Reinforcement Learning for Routing with Prior Knowledge

    Tianjian Dong, Qi Qi, Jingyu Wang, Alex X. Liu, Haifeng Sun, Zirui Zhuang, and Jianxin Liao

    IEEE Transactions on Network and Service Management, vol. 18, (2), pp. 1673–1689, May 2021

    Online May. 2021
12. JIoT

    一区 / Q1

    Adaptive and Robust Routing with Lyapunov-Based Deep RL in MEC Networks Enabled by Blockchains

    Zirui Zhuang, Jingyu Wang, Qi Qi, Jianxin Liao, and Zhu Han

    IEEE Internet of Things Journal, vol. 8, (4), pp. 2208–2225, February 2021

    Online Oct. 2020
13. JSTSP

    一区 / Q1

    Tensor-Based Reinforcement Learning for Network Routing

    Kai-Chu Tsai, Zirui Zhuang, Ricardo Lent, Jingyu Wang, Qi Qi, Lichun Wang, and Zhu Han

    IEEE Journal of Selected Topics in Signal Processing, vol. 15, (3), pp. 617–629, February 2021

    Online Feb. 2021.
14. JIoT

    一区 / Q1

    Mean Field Deep Reinforcement Learning for Fair and Efficient UAV Control

    Dezhi Chen, Qi Qi, Zirui Zhuang, Jingyu Wang, Jianxin Liao, and Zhu Han

    IEEE Internet of Things Journal, vol. 8, (2), pp. 813–828, January 2021

    Online July 2020
15. TVT

    二区 / Q1

    Scalable Parallel Task Scheduling for Autonomous Driving Using Multi-Task Deep Reinforcement Learning

    Qi Qi, Lingxin Zhang, Jingyu Wang, Haifeng Sun, Zirui Zhuang, Jianxin Liao, and F Richard Yu

    IEEE Transactions on Vehicular Technology, vol. 69, (11), pp. 13861–13874, November 2020

    Online Oct. 2020
16. ISJ

    一区 / Q1

    Toward Greater Intelligence in Route Planning: A Graph-Aware Deep Learning Approach

    Zirui Zhuang, Jingyu Wang, Qi Qi, Haifeng Sun, and Jianxin Liao

    IEEE Systems Journal, vol. 14, (2), pp. 1658–1669, June 2020

    Online June 2019
17. ASC

    一区 / Q1

    Deep reinforcement learning-based cooperative interactions among heterogeneous vehicular networks

    Jingyu Wang, Zirui Zhuang, Qi Qi, Tonghong Li, and Jianxin Liao

    Applied Soft Computing, vol. 82, pp. 105557, September 2019

    Online June 2019
18. CSTPCD / CIC T1

    Tenant-oriented customized vm networking technology

    Zirui Zhuang, Jingyu Wang, and Tong Xu

    Telecommunications Science, vol. 31, (10), pp. 144–150, October 2015

    Online July 2017

Conference Articles

1. CVPR

   Core A* / CCF A

   Multi-Scale Video Anomaly Detection by Multi-Grained Spatio-Temporal Representation Learning

   Menghao Zhang, Jingyu Wang, Qi Qi, Haifeng Sun, Zirui Zhuang, Pengfei Ren, Ruilong Ma, and Jianxin Liao

   In IEEE / CVF Computer Vision and Pattern Recognition Conference (CVPR’24), June 2024

   Accepted.
2. NAACL

   Core / CCF B

   HPipe: Large Language Model Pipeline Parallelism for Long Context on Heterogeneous Cost-effective Devices

   Ruilong Ma, Xiang Yang, Jingyu Wang, Qi Qi, Haifeng Sun, Jing Wang, Zirui Zhuang, and Jianxin Liao

   In 2024 Annual Conference of the North American Chapter of the Association for Computational Linguistics, June 2024
3. IPDPS

   CORE A / CCF B

   Fast Policy Convergence for Traffic Engineering with Proactive Distributed Message-Passing

   Zicheng Wang, Zirui Zhuang, Jingyu Wang, Qi Qi, Haifeng Sun, and Jianxin Liao

   In 38th IEEE International Parallel & Distributed Processing Symposium (IPDPS’24), May 2024
4. ICLR

   Core A*

   Pre-Tokenization of Numbers for Large Language Models

   Zhenglong Wu, Qi Qi, Zirui Zhuang, Haifeng Sun, and Jingyu Wang

   In The Twelfth International Conference on Learning Representations - Tiny Papers Track (ICLR’24-Tiny), May 2024
5. INFOCOM

   Core A*

   Efficient Throughput and Loop-Free Routing: An Adaptive Second-Order Backpressure Algorithm

   Yuexi Yin, Zirui Zhuang, Jingyu Wang, Qi Qi, Haifeng Sun, Xiaoyuan Fu, and Jianxin Liao

   In IEEE INFOCOM 2024 Poster, May 2024

   Accepted.
6. NSDI

   CCF A

   EPVerifier: Accelerating Update Storms Verification with Edge-Predicate

   Chenyang Zhao, Yuebin Guo, Jingyu Wang, Qi Qi, Zirui Zhuang, Haifeng Sun, Lingqi Guo, Yuming Xie, and Jianxin Liao

   In The 21st USENIX Symposium on Networked Systems Design and Implementation (NSDI’24), April 2024

   Accepted.
7. WCNC

   CORE B / CCF C

   UAV Trajectory Tracking via RNN-enhanced IMM-KF with ADS-B Data

   Yian Zhu, Ziye Jia, Qihui Wu, Chao Dong, Zirui Zhuang, Huiling Hu, and Qi Cai

   In IEEE Wireless Communications and Networking Conference (WCNC’24), April 2024
8. ASPLOS

   CORE A* / CCF A

   NetRen: Service Migration-Driven Network Renascence with Synthesizing Updated Configuration

   Rongxin Han, Jingyu Wang, Qi Qi, Haifeng Sun, Chaowei Xu, Zhaoyang Wan, Zirui Zhuang, Yichuan Yu, and Jianxin Liao

   In International Conference on Architectural Support for Programming Languages and Operating Systems (ASPLOS’24), April 2024

   Accepted.
9. AAAI

   CORE A* / CCF A

   Keypoint Fusion for RGB-D Based 3D Hand Pose Estimation

   Xingyu Liu, Pengfei Ren, Yuanyuan Gao, Jingyu Wang, Haifeng Sun, Qi Qi, Zirui Zhuang, and Jianxin Liao

   In The 38th Annual AAAI Conference on Artificial Intelligence (AAAI’24), February 2024
10. NeurIPS

    CORE A* / CCF A

    Drift doesn’t Matter: Dynamic Decomposition with Diffusion Reconstruction for Unstable Multivariate Time Series Anomaly Detection

    Chengsen Wang, Zirui Zhuang, Qi Qi, Jingyu Wang, Xingyu Wang, Haifeng Sun, and Jianxin Liao

    In Thirty-seventh Conference on Neural Information Processing Systems (NeurIPS’23), December 2023
11. ICNP

    CORE A / CCF B

    Solving Distributed ACL Policies under Complex Constraints with Graph Neural Networks

    Xingjian Liao, Haifeng Sun, Jingyu Wang, Qi Qi, Zirui Zhuang, Jianxin Liao, and Guang Yang

    In The 31st IEEE International Conference on Network Protocols (ICNP’23), October 2023

    Accepted.
12. SIGCOMM-P&D

    CORE A / CCF A

    Poster: PipeLLM: Pipeline LLM Inference on Heterogeneous Devices with Sequence Slicing

    Ruilong Ma, Jingyu Wang, Qi Qi, Xiang Yang, Haifeng Sun, Zirui Zhuang, and Jianxin Liao

    In SIGCOMM’23 Posters and Demos, September 2023

    Accepted.
13. IJCAI

    CORE A* / CCF A

    Not Only Pairwise Relationships: Fine-Grained Relational Modeling for Multivariate Time Series Forecasting

    Jinming Wu, Qi Qi, Jingyu Wang, Haifeng Sun, Zhikang Wu, Zirui Zhuang, and Jianxin Liao

    In The 32nd International Joint Conference on Artificial Intelligence (IJCAI’23), August 2023
14. CCF-C

    Fine-Grained Flow Control Agent on Path MTU for IoT Software

    Hongchuan He, Dezhi Chen, Zirui Zhuang, Qi Qi, Lejian Zhang, Tong Xu, and Jingyu Wang

    In Asia-Pacific Symposium on Internetware, August 2023
15. ICDCS

    CORE A / CCF B

    CONFPILOT: A Pilot for Faster Configuration by Learning from Device Manuals

    Jinyu Zhao, Haifeng Sun, Jingyu Wang, Qi Qi, Zirui Zhuang, Shimin Tao, and Jianxin Liao

    In 43rd IEEE International Conference on Distributed Computing Systems (ICDCS’23), July 2023
16. ICASSP

    CORE B / CCF B

    Robust Video Anomaly Detection Framework via Prior Knowledge and Multi-Path Frame Prediction

    Menghao Zhang, Jingyu Wang, Jing Wang, Qi Qi, Zirui Zhuang, Haifeng Sun, and Ning Xiao

    In 2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP’23), June 2023
17. DSN

    CORE A / CCF B

    HIRN: A Hierarchical Intent Refinement Approach for Dependable Network Slicing with Multi-path Resource Allocation

    Zhixian Chu, Lingqi Guo, Jingyu Wang, Qi Qi, Zirui Zhuang, Haifeng Sun, and Cheng Zhou

    In The 53rd Annual IEEE/IFIP International Conference on Dependable Systems and Networks (DSN’23), June 2023
18. ICC

    CORE B / CCF C

    Deep Reinforcement Learning Based Fast Anomaly Detection and Localization for Programmable Networks

    Peng Zhan, Guangyi Qin, Xingxin Qian, Xiong Wang, Jing Ren, Zirui Zhuang, and Shizhong Xu

    In 2023 IEEE International Conference on Communications (ICC’23), May 2023
19. CORE A / CCF B

    Brief Announcement: Accelerate CNN Inference with Zoning Graph at Dynamic Granularity

    Ruilong Ma, Xiang Yang, Qi Qi, Jingyu Wang, Zirui Zhuang, Jing Wang, and Xin Wang

    In The 35th ACM Symposium on Parallelism in Algorithms and Architectures (SPAA’23), May 2023

    Abs

    Partitioning a CNN and parallel executing inference with multiple IoT devices have gained popularity as a way to meet real-time requirements without sacrificing model accuracy. However, existing algorithms have struggled to find the optimal model partitioning granularity for complex CNNs. Additionally, executing inference with heterogeneous IoT devices is NP-hard when the structure of the CNN is a directed acyclic graph (DAG) rather than a chain. In this paper, we introduce a versatile and cooperative inference framework that combines both model and data parallelism to accelerate CNN inference. DeepZoning employs two algorithms at different levels: (1) a low-level Adaptive Workload Partition algorithm that uses linear programming and takes spatial and channel dimensions into optimization during the search for feature map distribution on heterogeneous devices, and (2) a high-level Model Partition algorithm that finds the optimal model granularity and organizes complex CNNs into sequential zones to balance communication and computation during execution.

20. UIC

    CORE B / CCF C

    Digital Twins-Based Multi-Agent Deep Reinforcement Learning for UAV-Assisted Vehicle Edge Computing

    Chen Hu, Lei Zhang, Dezhi Chen, Zirui Zhuang, Qi Qi, Cong Liu, Jianxin Liao, and Jingyu Wang

    In The 2022 IEEE International Conference on Ubiquitous Intelligence and Computing (UIC’22), December 2022
21. ICMR

    CORE B / CCF B

    FedNKD: A Dependable Federated Learning Using Fine-tuned Random Noise and Knowledge Distillation

    Shaoxiong Zhu, Qi Qi, Zirui Zhuang, Jingyu Wang, Haifeng Sun, and Jianxin Liao

    In 2022 ACM International Conference on Multimedia Retrieval (ICMR’22), June 2022
22. ResNet Approach for Coding Unit Fast Splitting Decision of HEVC Intra Coding

    Yixiao Li, Lixiang Li, Zirui Zhuang, Yuan Fang, and Yixian Yang

    In 2021 IEEE Sixth International Conference on Data Science in Cyberspace (DSC), October 2021
23. ICPP

    CORE A / CCF B

    DeepHop on Edge: Hop-by-hop Routing by Distributed Learning with Semantic Attention

    Bo He, Jingyu Wang, Qi Qi, Haifeng Sun, Zirui Zhuang, Cong Liu, and Jianxin Liao

    In International Conference on Parallel Processing (ICPP’20), August 2020
24. IWQoS

    CORE B / CCF B

    Adaptive and Robust Network Routing Based on Deep Reinforcement Learning with Lyapunov Optimization

    Zirui Zhuang, Jingyu Wang, Qi Qi, Jianxin Liao, and Zhu Han

    In IEEE/ACM International Symposium on Quality of Service (IWQoS’20), June 2020
25. WCNC

    CORE B / CCF C

    Multi-Agent Deep Reinforcement Learning for Secure UAV Communications

    Yu Zhang, Zirui Zhuang, Feifei Gao, Jingyu Wang, and Zhu Han

    In IEEE Wireless Communications and Networking Conference (WCNC’20), May 2020
26. IPCCC

    CORE B / CCF C

    A Case-Based Decision System for Routing in Packet-Switched Networks

    Zirui Zhuang, Jingyu Wang, Qi Qi, Haifeng Sun, and Jianxin Liao

    In IEEE International Performance Computing and Communications Conference (IPCCC’18), November 2018
27. LCN

    CORE A / CCF C

    Common Knowledge Based Transfer Learning for Traffic Classification

    Yunming Xiao, Haifeng Sun, Zirui Zhuang, Jingyu Wang, and Qi Qi

    In IEEE Conference on Local Computer Networks (LCN’18), October 2018
28. LCN

    CORE A / CCF C

    Graph-Aware Deep Learning Based Intelligent Routing Strategy

    Zirui Zhuang, Jingyu Wang, Qi Qi, Haifeng Sun, and Jianxin Liao

    In IEEE Conference on Local Computer Networks (LCN’18), October 2018

Books

1. Deep Reinforcement Learning for Network Intelligence

   Qi Qi, Xiaoyuan Fu, Zirui Zhuang, Jingyu Wang, and Jianxin Liao

   August 2021

   In print
2. Smart Service Cloud Networks (Edition 2)

   Jingyu Wang, Haifeng Sun, Jianxin Liao, Jing Wang, Qi Qi, and Zirui Zhuang

   September 2019
3. Smart Service Cloud Networks

   Jingyu Wang, Jianxin Liao, Jing Wang, Qi Qi, and Zirui Zhuang

   July 2017

Theses

1. A Research on Key Technologies of Network Routing in Knowledge Defined Networking

   Zirui Zhuang

   Beijing University of Posts and Telecommunications, November 2020