博士研究生,中共党员 计算机科学与技术, 计算机学院, 管理楼, 北校区, 中南大学, 长沙, 湖南 410075, 中国 邮箱: 727850024@qq.com [Google Scholar] [English Page]

关于我

我目前在中南大学计算机学院攻读博士学位，师从胡志刚教授。 本人已于2022年6月从中南大学 计算机学院获得硕士学位。

我的研究兴趣主要包括: 图神经网络, 图数据挖掘, 机器学习, 智慧交通, 无线传感器网络, 边缘计算，云计算，深度强化学习，边缘智能 等。

教育经历

博士 中南大学 (2022.9 ~ 至今) 院系专业: 计算机学院, 计算机科学与技术 GPA: 3.71/4.0 奖励荣誉: 校长创新奖(2024.11)、中南大学优秀学生(研究生)(2024.11)、学业奖学金一等奖(2024.9)、学业奖学金一等奖(2023.9)、学业奖学金一等奖(2022.9)

硕士 中南大学 (2019.9 ~ 2022.7) 保研至中南大学(双一流A类高校、985、211) 院系专业: 计算机学院, 计算机科学与技术 GPA: 3.5/4.0 [中文成绩单][English Transcript] 奖励荣誉: 国家奖学金(2021.10)、学业奖学金一等奖(2021.9)、学业奖学金一等奖(2020.9)、暑期学校优秀学员(2020.9)、优秀共青团员(2020.9)、中南大学推免奖学金(2019.9)

学术论文

• FairMS: Fair DNN Model Selection Algorithm for Collaborative Edge Intelligence
  AiKun Xu, Zhigang Hu, Meiguang Zheng, Bolei Chen, Hui Xiao, Hao Zheng, and Yang Liang
  2025. Accepted, ICIC'25. [CCF C]

• FedCALM: Conflict-aware Layer-wise Mitigation for Selective Aggregation in Deeper Personalized Federated Learning
  Hao Zheng, Zhigang Hu, Liu Yang, Meiguang Zheng, AiKun Xu, and Boyu Wang
  2024. Accepted, CVPR'25. [CCF A]

• PCM-SAR: Physics-Driven Contrastive Mutual Learning for SAR Classification
  Pengfei Wang, Hao Zheng, Zhigang Hu, Meiguang Zheng, Liu Yang and AiKun Xu
  2024. Accepted, ICME'25. [CCF B]

• GradPFL: Gradient-Driven Adaptive Clustering in Personalized Federated Learning
  Siyu Song, Hao Zheng, Zhigang Hu, Meiguang Zheng, Liu Yang and AiKun Xu
  2024. Accepted, ICASSP'25. [CCF B]

• ConFREE: Conflict-free Client Update Aggregation for Personalized Federated Learning
  Hao Zheng, Zhigang Hu, Boyu Wang, Liu Yang, Meiguang Zheng and Aikun Xu
  2024. Accepted, AAAI'25. [CCF A]

• Cost and QoS-Aware Service Migration in Vehicular Edge Computing Networks With Limited Backhaul Capacity
  Hui Xiao, Zhigang Hu, AiKun Xu*(Corresponding Author) and Meiguang Zheng
  The 21st IEEE International Conference on Ubiquitous Intelligence and Computing (IEEE UIC 2024). [CCF C]

• CoMS: Collaborative DNN Model Selection for Heterogeneous Edge Computing Systems
  AiKun Xu, Zhigang Hu, Xi Li, Bolei Chen, Hui Xiao, Xinyu Zhang, Hao Zheng, Xianting Feng, Meiguang Zheng, Ping Zhong and Keqin Li
  IEEE Transactions on Vehicular Technology (TVT)2024. Accepted, [JCR, IF: 6.5]

• TransEdge: Task Offloading with GNN and DRL in Edge Computing-Enabled Transportation System
  AiKun Xu, Zhigang Hu, Xi Li, Rongti Tian, Xinyu Zhang, Bolei Chen, Hui Xiao, Hao Zheng, Xianting Feng, Meiguang Zheng, Ping Zhong and Keqin Li
  IEEE Internet of Things Journal (IoTJ), 2024. Accepted, [JCR Q1, IF:10.6, 物联网领域top级期刊]

• QDRL: Queue-aware Online DRL for Computation Offloading in Industrial Internet of Things
  AiKun Xu, Zhigang Hu, Xinyu Zhang, Hui Xiao, Hao Zheng, Bolei Chen, Meiguang Zheng, Ping Zhong, Yilin Kang and Keqin Li
  IEEE Internet of Things Journal (IoTJ), 2023. Accepted, [JCR Q1, IF:10.6, 物联网领域top级期刊]

• GTTE: A GPS Trajectory based Travel Time Estimation Method Through Spatio-Temporal GNN
  Ping Zhong, Anning Wang, AiKun Xu*(Corresponding Author), Mingming Lu, Senzhang Wang and Yingwen Chen
  IEEE Transactions on Intelligent Transportation Systems (T-ITS), 2023. Under Review, [JCR Q1, IF:8.5, CCF B, 交通领域top级期刊]

• Multi-Feature Collaborative Fusion Network with Deep Supervision for SAR Ship Classification
  Hao zheng, Zhigang Hu, Liu Yang, AiKun Xu, Meiguang Zheng and Keqin Li
  IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING (TGRS), 2023. Accepted, [JCR Q1, IF:8.2, CCF B, 遥感领域top级期刊]

• A2TP: Aggregator-aware In-network Aggregation for Multi-tenant Learning
  Zhaoyi Li, Jiawei Huang, Yijun Li, AiKun Xu, Shengwen Zhou, Jingling Liu and Jianxin Wang
  European Conference on Computer Systems (EuroSys), 2023. Accepted, [CCF A, top]

• LFDC: Low-Energy Federated Deep Reinforcement Learning for Caching Mechanism in Cloud-edge Collaborative
  Xinyu Zhang, Zhigang Hu *, Meiguang Zheng, Yang Liang, Hui Xiao and Hao Zheng, AiKun Xu
  Applied Sciences, 2023. Accepted

• THAN: MultiModal Transportation Recommendation with Heterogeneous Graph Attention Networks
  AiKun Xu, Ping Zhong, Yilin Kang, Jiongqiang Duan, Mingming Lu and Chuan Shi
  IEEE Transactions on Intelligent Transportation Systems (T-ITS), 2022. Accepted, [JCR Q1, IF:8.5, CCF B, 交通领域top级期刊][PDF][CODE]

• An Optimal Deployment Scheme for Extremely Fast Charging Stations
  Ping Zhong, AiKun Xu, Yilin Kang, Shigeng Zhang and Yiming Zhang
  Peer-to-Peer Networking and Applications (P2PNA), 2022. Accepted, [JCR Q2][PDF]

• 一种高效低能耗移动数据采集与无线充电策略
  钟萍，Aikun Xu，张艺雯，李亚婷，张一鸣，黄家玮，王建新
  软件学报, 2021. [PDF]

• EMPC: Energy-Minimization Path Construction for Data Collection and Wireless Charging in WRSN
  Ping Zhong, AiKun Xu, Shigeng Zhang, Yiming Zhang and Yingwen Chen
  Pervasive and Mobile Computing (PMC), 2021. [JCR Q2][PDF]

• An Optimization Deployment Scheme for Static Charging Piles Based on Dynamic of Shared E-Bikes
  Ping Zhong, AiKun Xu, Yuanming Chen, Feng Gao and Guihua Duan
  2019 15th International Conference on Mobile Ad-Hoc and Sensor Networks (MSN-19). [CCF C][PDF]

发明专利

• 基于团划分的静态充电桩部署方法(已授权)
  钟萍, Aikun Xu, 奎晓燕, 张艺雯
  国家发明专利, 授权公告号:CN109872070B, 授权公告日:2023-04-07

• 一种基于异质图神经网络的多模态交通推荐方法
  钟萍, Aikun Xu, 王安宁, 鲁鸣鸣,高建良
  国家发明专利, 公开号:CN114969532A

• 基于GPS轨迹和图神经网络的出行时间预测方法(已授权)
  钟萍,王安宁,Aikun Xu,王森章,高建良
  国家发明专利, 授权公告号:CN115420299B, 授权日期:2024-07-26

其他项目

• 边缘计算中面向深度学习任务的计算卸载策略研究(No. 512340030)
  负责人; 经费:1.2万元
  中南大学研究生自主探索项目
  

• 具有个性化和情境感知的多模态交通推荐算法研究(No. 2021zzts0735)
  负责人; 经费:1万元
  中南大学研究生自主探索项目
  

• 面向厂区货车的融合式导航系统研究(No. GCX2020347Y)
  负责人; 经费:1万元
  中南大学校企合作项目
  

• 面向机器人的适应性智能导航与场景感知(No. 2021zzts0753)
  参与人; 经费:1万元
  中南大学研究生自主探索项目
  

社会兼职

• 期刊审稿人
  

  IEEE Transactions on Intelligent Transportation Systems (T-ITS)
  IEEE Transactions on Vehicular Technology (TVT)
  IEEE Internet of Things Journal (IoTJ)
  Journal of Supercomputing