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Xiaoyu (Shaw) Xia

Senior Lecturer
School of Computing Technologies, RMIT University
xiaoyu.xia[at]rmit.edu.au


Selected Publications [Google Scholar]


  1. TIFS'26
    Data Flipping Attack and Defense in Web Edge Caching Systems
    Mengsha Kou, Xiaoyu Xia*, Ibrahim Khalil, Ziqi Wang, Xiuzhen Zhang, Lin Yao, Minhui Xue
    IEEE Transactions on Information Forensics & Security, 2026.
  2. WWW'26
    WinFLoRA: Incentivizing Client-Adaptive Aggregation in Federated LoRA under Privacy Heterogeneity
    Mengsha Kou, Xiaoyu Xia*, Ziqi Wang, Ibrahim Khalil, Ruikun Luo, Jingwen Zhou and Minhui Xue
    ACM The Web Conference, 2026.
  3. WWW'26
    IRAG: Robust Multimodal Retrieval-Augmented Generation via Hazard Separation
    Ruikun Luo, Zixiao Feng, Lin Gu, Xiaoyu Xia*
    ACM The Web Conference, 2026.
  4. WWW'26
    Octopus: Vehicle-to-Road Collaborative Perception for Autonomous Driving with Closed-Loop Fusion
    Ruikun Luo, Jiadong Zhao, Peize Su, Jieming Yang, Jing Yang, Yuan Gao, Minhui Xue, Xiaoyu Xia*
    ACM The Web Conference, 2026.
  5. ICLR'26
    RLAP-CLIP: Continual Multimodal Learning with Prototype Adaptation and Difficulty-Aware Routing
    Ruikun Luo, Jiarui Wang, Yuan Gao, Jing Yang, Jieming Yang, Song Wu, Hai Jin, Xiaoyu Xia
    International Conference on Learning Representations, 2026.
  6. ICLR'26
    APT: Towards Universal Scene Graph Generation via Plug-in Adaptive Prompt Tuning
    Ruikun Luo, Changwei Gu, Jing Yang, Yuan Gao, Jieming Yang, Song Wu, Hai Jin, Xiaoyu Xia
    International Conference on Learning Representations, 2026.
  7. TPDS'26
    Popularity Uncertainty-aware Online Edge Data Migration
    Ruikun Luo, Zixiao Feng, Qiang He, Feifei Chen, Song Wu, Hai Jin, Xiaoyu Xia
    IEEE Transactions on Parallel and Distributed Systems, 2026.
  8. TDSC'26
    EA2-FL: An Efficient and Authentication-Aware Privacy-Preserving Protocol for Federated Learning with Client Dropout Tolerance
    Jianghua Liu, Jian Yang, Xiaoyu Xia, Cong Zuo, Lei Xu, Youyang Qu, Xinyi Huang
    IEEE Transactions on Dependable and Secure Computing, 2026.
  9. TDSC'26
    KGEES: An Energy Saving System with Location Privacy Preservation in Multi-Access Edge Computing
    Ziqi Wang, Xiaoyu Xia*, Ibrahim Khalil, Minghui Liwang, Xiaolong Xu, Xun Yi, Yan Li, Minhui Xue
    IEEE Transactions on Dependable and Secure Computing, 2026.
  10. TDSC'26
    Split Learning with Local Epoch Regulation and Time-aware Detection
    Yao Zhao, Zahir Tari, Nasrin Sohrabi, Qin Wang, Xiaoyu Xia*
    IEEE Transactions on Dependable and Secure Computing, 2026.
  11. TMC'26
    Disguiser: A Privacy-Preserving Scheme for Efficient Edge User Allocation
    Ruikun Luo, Peng Jin, Yipeng Liu, Qiang He, Feifei Chen, Song Wu, Hai Jin, Jing Yang, Yuan Gao, Iqbal Gondal, Xiaoyu Xia
    IEEE Transactions on Mobile Computing, 2026.
  12. TMC'26
    MoSEEC: Sustainable and Trajectory Privacy-Preserving Edge Resource Management
    Ziqi Wang, Xiaoyu Xia*, Ibrahim Khalil, Minghui Liwang, Minhui Xue
    IEEE Transactions on Mobile Computing, 2026.
  13. TMC'25
    Hierarchical Runtime Reliability Anomaly Detection for Edge Services Rejuvenation
    Lei Wang, Jiyuan Liu, Qiang He, Feifei Chen, Xiaoyu Xia
    IEEE Transactions on Mobile Computing, 2025.
  14. TSC'25
    Effective Two-Stage Double Auction for Dynamic Resource Provision over Edge Networks via Discovering The Power of Overbooking
    Sicheng Wu, Minghui Liwang, Deqing Wang, Xianbin Wang, Chao Wu, Junyi Tang, Li Li, Xiaoyu Xia
    IEEE Transactions on Services Computing, 2025.
  15. TSC'25
    KPath: Dependent and Redundant Task Execution Path Planning in Edge Service Networks
    Haomai Shi, Qiang He, Xiaoyu Xia, Xiang He, Feifei Chen, Yun Yang, Zhongjie Wang
    IEEE Transactions on Services Computing, 2025.
  16. TSC'25
    Privacy-Aware Joint DNN Model Deployment and Partition Optimization for Delay-Efficient Collaborative Edge Inference
    Zhipeng Cheng, Xiaoyu Xia, Hong Wang, Minghui Liwang, Ning Chen, Xuwei Fan, Xianbin Wang
    IEEE Transactions on Services Computing, 2025.
  17. S&P'25
    Edge Unlearning is Not "on Edge"! An Adaptive Exact Unlearning System on Resource-Constrained Devices
    Xiaoyu Xia, Ziqi Wang, Ruoxi Sun, Bowen Liu, Ibrahim Khalil, Jason Xue
    IEEE Symposium on Security and Privacy, 2025.
  18. TSC'25
    Seamless Graph Task Scheduling over Dynamic Vehicular Clouds: A Hybrid Methodology for Integrating Pilot and Instantaneous Decisions
    Bingshuo Guo, Minghui Liwang, Xiaoyu Xia, Li Li, Zhenzhen Jiao, Seyyedali Hosseinalipour, Xianbin Wang
    IEEE Transactions on Services Computing, 2025.
  19. TOIS'25
    C2lRec: Causal Contrastive Learning for User Cold-start Recommendation with Social Variable
    Xiaolong Xu, Hongsheng Dong, Haolong Xiang, Xiyuan Hu, Xiaoyong Li, Xiaoyu Xia, Xuyun Zhang, Lianyong Qi, Wanchun Dou
    ACM Transactions on Information Systems, 2025.
  20. IWQoS'25
    Optimizing Energy Efficiency with QoE-Awareness in Multi-Access Edge Computing
    Zongchao Xie, Xiaoyu Xia*, Boyun Hu, Ibrahim Khalil, Ziqi Wang, Guangming Cui, Gang Xie, Jason Xue
    IEEE/ACM International Symposium on Quality of Service, 2025.
  21. JSAC'25
    Blockchain-Enabled Secure, Fair and Scalable Data Sharing in Zero-Trust Edge-End Environment
    Xiaolong Xu, Ke Meng, Haolong Xiang, Guangming Cui, Xiaoyu Xia, Wanchun Dou
    IEEE Journal on Selected Areas in Communications, 2025.
  22. RAID'25
    Unsupervised Backdoor Detection and Mitigation for Spiking Neural Networks
    Jiachen Li, Bang Wu, Xiaoyu Xia, Xiaoning Liu, Xun Yi, Xiuzhen Zhang
    International Symposium on Research in Attacks, Intrusions and Defenses, 2025.
  23. TMC'24
    EdgeShield: Enabling Collaborative DDoS Mitigation at the Edge
    Xiaoyu Xia, Feifei Chen, Qiang He, Ruikun Luo, Bowen Liu, Caslon Chua, Rajkumar Buyya, Yun Yang
    IEEE Transactions on Mobile Computing, 2024.
  24. WWW'24
    GEES: Enabling Location Privacy-Preserving Energy Saving in Multi-Access Edge Computing
    Ziqi Wang, Xiaoyu Xia*, Jason Xue, Ibrahim Khalil, Minghui Liwang, Xun Yi
    ACM The Web Conference, 2024.
  25. CUSR'24
    A Survey on UAV-enabled Edge Computing: Resource Management Perspective
    Xiaoyu Xia, Sheik Mohammad Fattah, Muhammad Ali
    ACM Computing Survey, 2024.
  26. SIGIR'24
    CMCLRec: Cross-modal Contrastive Learning for User Cold-start Sequential Recommendation
    Xiaolong Xu, Hongsheng Dong, Lianyong Qi, Xuyun Zhang, Haolong Xiang, Xiaoyu Xia, Yanwei Xu, Wanchun Dou
    ACM SIGIR Conference on Research and Development in Information Retrieval, 2024.
  27. TSC'24
    Matching-Based Hybrid Service Trading for Task Assignment Over Dynamic Mobile Crowdsensing Networks
    Houyi Qi, Minghui Liwang, Seyyedali Hosseinalipour, Xiaoyu Xia, Zhipeng Cheng, Xianbin Wang, Zhenzhen Jiao
    IEEE Transactions on Services Computing, 2024.
  28. ICWS'24
    QoE-Aware Online Auction Mechanism for UAV-enabled Crowd-sensing
    Ying Liu, Bohan Cai, Jiawang Zhi, Gang Wu, Xiaoyu Xia
    International Conference on Web Services, 2024.
  29. IST'24
    Unraveling quantum computing system architectures: An extensive survey of cutting-edge paradigms
    Xudong Zhao, Xiaolong Xu, Lianyong Qi, Xiaoyu Xia, Muhammad Bilal, Wenwen Gong, Huaizhen Ko
    Information and Software Technology, 2024.
  30. TPDS'23
    CHEESE: Distributed Clustering-Based Hybrid Federated Split Learning over Edge Networks
    Zhipeng Cheng, Xiaoyu Xia, Minghui Liwang, Xuwei Fan, Yanglong Sun, Xianbin Wang, Lianfen Huang
    IEEE Transactions on Parallel and Distributed Systems, 2023.
    IEEE Communications Society Best Readings, 2025
  31. TSC'23
    Joint Optimization of Coverage and Reliability for Application Placement in Mobile Edge Computing
    Feifei Chen, Jingwen Zhou, Xiaoyu Xia, Yong Xiang, Xuehong Tao, Qiang He
    IEEE Transactions on Services Computing, 2023.
  32. TPDS'23
    EESaver: Saving Energy Dynamically for Green Multi-Access Edge Computing
    Guangming Cui, Qiang He, Xiaoyu Xia, Feifei Chen, Yun Yang
    IEEE Transactions on Parallel and Distributed Systems, 2023.
  33. TPDS'23
    Enabling Balanced Data Deduplication in Mobile Edge Computing
    Ruikun Luo, Hai Jin, Qiang He, Song Wu, Xiaoyu Xia
    IEEE Transactions on Parallel and Distributed Systems, 2023.
  34. TSC'23
    Data Caching Optimization With Fairness in Mobile Edge Computing
    Jingwen Zhou, Feifei Chen, Qiang He, Xiaoyu Xia, Rui Wang, Yong Xiang
    IEEE Transactions on Services Computing, 2023.
  35. TMC'23
    OL-EUA: Online User Allocation for NOMA-Based Mobile Edge Computing
    Guangming Cui, Qiang He, Xiaoyu Xia, Feifei Chen, Fang Dong, Hai Jin, Yun Yang
    IEEE Transactions on Mobile Computing, 2023.
  36. TMC'23
    OL-MEDC: An Online Approach for Cost-Effective Data Caching in Mobile Edge Computing Systems
    Xiaoyu Xia, Feifei Chen, Qiang He, Guangming Cui, John Grundy, Mohamed Abdelrazek, Athman Bouguettaya, Hai Jin
    IEEE Transactions on Mobile Computing, 2023.
  37. TMC'23
    Demand Response in NOMA-Based Mobile Edge Computing: A Two-Phase Game-Theoretical Approach
    Guangming Cui, Qiang He, Xiaoyu Xia, Feifei Chen, Tao Gu, Hai Jin, Yun Yang
    IEEE Transactions on Mobile Computing, 2023.
  38. TPDS'22
    Formulating Cost-Effective Data Distribution Strategies Online for Edge Cache Systems
    Xiaoyu Xia, Feifei Chen, Qiang He, John Grundy, Mohamed Abdelrazek, Athman Bouguettaya, Jun Shen, Hai Jin
    IEEE Transactions on Parallel and Distributed Systems, 2022.
  39. TSC'22
    Dynamic User Allocation in Stochastic Mobile Edge Computing Systems
    Phu Lai, Qiang He, Xiaoyu Xia, Feifei Chen, Mohamed Abdelrazek, John Grundy, John G Hosking, Yun Yang
    IEEE Transactions on Services Computing, 2022.
  40. TSC'22
    Constrained App Data Caching Over Edge Server Graphs in Edge Computing Environment
    Xiaoyu Xia, Feifei Chen, John Grundy, Mohamed Abdelrazek, Hai Jin, Qiang He
    IEEE Transactions on Services Computing, 2022.
  41. TSC'22
    Data Caching Optimization in the Edge Computing Environment
    Ying Liu, Qiang He, Dequan Zheng, Xiaoyu Xia, Feifei Chen, Bin Zhang
    IEEE Transactions on Services Computing, 2022.
  42. TSC'22
    READ: Robustness-Oriented Edge Application Deployment in Edge Computing Environment
    Bo Li, Qiang He, Guangming Cui, Xiaoyu Xia, Feifei Chen, Hai Jin, Yun Yang
    IEEE Transactions on Services Computing, 2022.
  43. TPDS'22
    Data, User and Power Allocations for Caching in Multi-Access Edge Computing
    Xiaoyu Xia, Feifei Chen, Qiang He, Guangming Cui, John Grundy, Mohamed Abdelrazek, Xiaolong Xu, Hai Jin
    IEEE Transactions on Parallel and Distributed Systems, 2022.
  44. TSC'22
    Cost-Effective Data Placement in Edge Storage Systems With Erasure Code
    Hai Jin, Ruikun Luo, Qiang He, Song Wu, Zilai Zeng, Xiaoyu Xia
    IEEE Transactions on Services Computing, 2022.
  45. ICPP'22
    Energy-efficient Edge Server Management for Edge Computing: A Game-theoretical Approach
    Guangming Cui, Qiang He, Xiaoyu Xia, Feifei Chen, Yun Yang
    International Conference on Parallel Processing, 2022.
  46. ICPP'22
    Formulating Interference-aware Data Delivery Strategies in Edge Storage Systems
    Xiaoyu Xia, Feifei Chen, Qiang He, Guangming Cui, John Grundy, Mohamed Abdelrazek, Fang Dong
    International Conference on Parallel Processing, 2022.
  47. TSC'21
    Efficient Verification of Edge Data Integrity in Edge Computing Environment
    G. Cui, Q. He, B. Li, X. Xia, F. Chen, H. Jin, Y. Xiang, Y. Yang
    IEEE Transactions on Services Computing, 2021.
  48. TPDS'21
    Online Collaborative Data Caching in Edge Computing
    Xiaoyu Xia, Feifei Chen, Qiang He, John Grundy, Mohamed Abdelrazek, Hai Jin
    IEEE Transactions on Parallel and Distributed Systems, 2021.
  49. TPDS'21
    Cost-Effective App Data Distribution in Edge Computing
    Xiaoyu Xia, Feifei Chen, Qiang He, John Grundy, Mohamed Abdelrazek, Hai Jin
    IEEE Transactions on Parallel and Distributed Systems, 2021.
  50. ICSOC'21
    Graph-Based Data Deduplication in Mobile Edge Computing Environment
    Ruikun Luo, Hai Jin, Qiang He, Song Wu, Zilai Zeng, Xiaoyu Xia
    International Conference on Service-Oriented Computing, 2021.
  51. FGCS'20
    Graph-based data caching optimization for edge computing
    Xiaoyu Xia, Feifei Chen, Qiang He, Guangming Cui, Phu Lai, Mohamed Abdelrazek, John Grundy, Hai Jin
    Future Generation Computer Systems, 2021.
  52. ICWS'20
    Budgeted Data Caching based on k-Median in Mobile Edge Computing
    Xiaoyu Xia, Feifei Chen, Guangming Cui, Mohamed Abdelrazek, John Grundy, Hai Jin, Qiang He
    IEEE International Conference on Web Services, 2020.
  53. ICSOC'19
    Graph-Based Optimal Data Caching in Edge Computing
    Xiaoyu Xia, Feifei Chen, Qiang He, Guangming Cui, Phu Lai, Mohamed Abdelrazek, John Grundy, Hai Jin
    International Conference on Service-Oriented Computing, 2019.
  54. ICSOC'19
    Edge User Allocation with Dynamic Quality of Service
    Phu Lai, Qiang He, Guangming Cui, Xiaoyu Xia, Mohamed Abdelrazek, Feifei Chen, John Hosking, John Grundy, Yun Yang
    International Conference on Service-Oriented Computing, 2019.