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<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.1//EN"
"http://www.w3.org/TR/xhtml11/DTD/xhtml11.dtd">
<html xmlns="http://www.w3.org/1999/xhtml" xml:lang="en">
<head>
<meta name="generator" content="jemdoc, see http://jemdoc.jaboc.net/" />
<meta http-equiv="Content-Type" content="text/html;charset=utf-8" />
<link rel="stylesheet" href="jemdoc.css" type="text/css" />
<title>Aikun Xu</title>
</head>
<body>
<div id="layout-content">
<div id="toptitle">
<h1>Aikun Xu</h1>
</div>
<table class="imgtable"><tr><td>
<a href="https://xuaikun.github.io/"><img src="picture/Aikun_Xu.jpg" alt="alt text" width="120px" /></a> </td>
<td align="left"><p>博士研究生,中共党员<br />
计算机科学与技术, <a href="https://cse.csu.edu.cn/">计算机学院</a>, <br />
管理楼, 北校区, <br />
<a href="http://www.csu.edu.cn/">中南大学</a>, <br />
长沙, 湖南 410075, 中国 <br />
邮箱: aikunxu@csu.edu.cn <br />
团队: 认知计算与智能信息处理 <br />
<br />
<a href="pdf/Aikun_Xu_CV.pdf">[我的简历]</a> <a href="https://scholar.google.com/citations?">[Google Scholar]</a>
<a href="https://github.com/">[GitHub]<a href="EnHome.html">[English Page]</a></p>
</td></tr></table>
<h2>关于我</h2>
<p>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<a href="http://www.csu.edu.cn/">中南大学</a> <a href="https://cse.csu.edu.cn/">计算机学院</a>获得硕士学位。
在此之前, 我于2019年6月在 <a href="https://www.scuec.edu.cn/">中南民族大学</a> 计算机科学学院 智能科学与技术专业获得了学士学位, 专业排名:(1/56)。</p>
<p>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。</p>
<h2>教育经历</h2>
<table class="imgtable"><tr><td>
<a href="https://www.csu.edu.cn/"><img src="picture/csu_logo.png" alt="中南大学" width="80px" /></a> </td>
<td align="left"><h3>博士 <a href="https://www.csu.edu.cn/">中南大学</a> (2022.9 ~ 至今)</h3>
<ul>
<li><p><b>院系专业</b>: 计算机学院, 计算机科学与技术</p>
</li>
<li><p><b>GPA</b>: 3.71/4.0 </p>
</li>
<li><p><b>奖励荣誉</b>: 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)<br /></p>
</li>
</ul>
</td></tr></table>
<table class="imgtable"><tr><td>
<a href="https://www.csu.edu.cn/"><img src="picture/csu_logo.png" alt="中南大学" width="80px" /></a> </td>
<td align="left"><h3>硕士 <a href="https://www.csu.edu.cn/">中南大学</a> (2019.9 ~ 2022.7)</h3>
<ul>
<li><p>保研至中南大学(双一流A类高校、985、211)</p>
</li>
<li><p><b>院系专业</b>: 计算机学院, 计算机科学与技术</p>
</li>
<li><p><b>GPA</b>: 3.5/4.0 <a href="pdf/transcript_csu_ch.pdf">[中文成绩单]</a><a href="pdf/transcript_csu_en.pdf">[English Transcript]</a></p>
</li>
<li><p><b>奖励荣誉</b>: 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) <br /></p>
</li>
</ul>
</td></tr></table>
<table class="imgtable"><tr><td>
<a href="https://www.scuec.edu.cn/"><img src="picture/scuec.jpg" alt="中南民族大学" width="80px" /></a> </td>
<td align="left"><h3>本科 <a href="https://www.scuec.edu.cn/">中南民族大学</a> (2015.9 ~ 2019.7)</h3>
<ul>
<li><p><b>院系专业</b>: 计算机科学学院, 智能科学与技术</p>
</li>
<li><p><b>专业排名</b>: 1/56; <b>GPA</b>: 4.02/5.0 <a href="pdf/transcript_scuec.jpg">[成绩单]</a></p>
</li>
<li><p><b>奖学金</b>: 国家奖学金(2016.10)、一等优秀奖学金(2016.9)、国家励志奖学金(2017.11)、优秀毕业生一等奖学金(2019.5) <br /></p>
</li>
<li><p><b>荣誉称号</b>: 校“三好学生”荣誉称号、校“优秀共青团员”荣誉称号、校“自强自立之星”荣誉称号 <br /></p>
</li>
<li><p><b>比赛获奖</b>: 蓝桥杯程序设计大赛湖北省二等奖(两次)、第十届中国大学生计算机设计大赛二等奖、2018中国工程机器人大赛暨国际公开赛一等奖等</p>
</li>
</ul>
</td></tr></table>
<h2>学术论文</h2>
<ul>
<li><p><a href="https://mc.manuscriptcentral.com/t-its">Federated Learning</a> <br />
XXX</b><br />
<i>2024. Under Review, CVPR'25</i></p>
</li>
</ul>
<ul>
<li><p><a href="https://mc.manuscriptcentral.com/t-its">PCM-SAR: Physics-Driven Contrastive Mutual Learning for SAR Classification</a> <br />
Pengfei Wang, Hao Zheng, Zhigang Hu, Meiguang Zheng, Liu Yang and <b>AiKun Xu</b><br />
<i>2024. Under Review, ICME'25</i></p>
</li>
</ul>
<ul>
<li><p><a href="https://mc.manuscriptcentral.com/t-its">GradPFL: Gradient-Driven Adaptive Clustering in Personalized Federated Learning
</a> <br />
Siyu Song, Hao Zheng, Zhigang Hu, Meiguang Zheng, Liu Yang and <b>AiKun Xu</b><br />
<i>2024. Accepted, ICASSP'25</i></p>
</li>
</ul>
<ul>
<li><p><a href="https://mc.manuscriptcentral.com/t-its">ConFREE: Conflict-free Client Update Aggregation for Personalized Federated Learning</a> <br />
Hao Zheng, Zhigang Hu, Boyu Wang, Liu Yang, Meiguang Zheng and <b>Aikun Xu</b><br />
<i>2024. Accepted, AAAI'25</i></p>
</li>
</ul>
<ul>
<li><p><a href="https://ieeexplore.ieee.org/abstract/document/9066134">Cost and QoS-Aware Service Migration in Vehicular Edge Computing Networks With Limited Backhaul Capacity</a> <br />
Hui Xiao, Zhigang Hu, <b>AiKun Xu*(Corresponding Author)</b> and Meiguang Zheng<br />
<i>The 21st IEEE International Conference on Ubiquitous Intelligence and Computing <b>(IEEE UIC 2024)</b>. [CCF C]</a></i></p>
</li>
</ul>
<ul>
<li><p><a href="https://mc.manuscriptcentral.com/t-its">CoMS: Collaborative DNN Model Selection for Heterogeneous Edge Computing Systems</a> <br />
<b>AiKun Xu</b>, Zhigang Hu, Xi Li, Bolei Chen, Hui Xiao, Xinyu Zhang, Hao Zheng, Xianting Feng, Meiguang Zheng, Ping Zhong and Keqin Li<br />
<i>IEEE Transactions on Vehicular Technology <b>(TVT)</b>2024. Accepted, [JCR, IF: 6.5]</i></p>
</li>
</ul>
<ul>
<li><p><a href="https://dblp.org/db/journals/tccn/index.html">TransEdge: Task Offloading with GNN and DRL in Edge Computing-Enabled Transportation System</a> <br />
<b>AiKun Xu</b>, Zhigang Hu, Xi Li, Rongti Tian, Xinyu Zhang, Bolei Chen, Hui Xiao, Hao Zheng, Xianting Feng, Meiguang Zheng, Ping Zhong and Keqin Li<br />
<i>IEEE Internet of Things Journal <b>(IoTJ)</b>, 2024. Accepted, [JCR Q1, IF:10.6, 物联网领域top级期刊]</i></p>
</li>
</ul>
<ul>
<li><p><a href="https://dblp.org/db/journals/tccn/index.html">QDRL: Queue-aware Online DRL for Computation Offloading in Industrial Internet of Things</a> <br />
<b>AiKun Xu</b>, Zhigang Hu, Xinyu Zhang, Hui Xiao, Hao Zheng, Bolei Chen, Meiguang Zheng, Ping Zhong, Yilin Kang and Keqin Li<br />
<i>IEEE Internet of Things Journal <b>(IoTJ)</b>, 2023. Accepted, [JCR Q1, IF:10.6, 物联网领域top级期刊]</i></p>
</li>
</ul>
<ul>
<li><p><a href="https://mc.manuscriptcentral.com/t-its">GTTE: A GPS Trajectory based Travel Time Estimation Method Through Spatio-Temporal GNN</a> <br />
Ping Zhong, Anning Wang, <b>AiKun Xu*(Corresponding Author)</b>, Mingming Lu, Senzhang Wang and Yingwen Chen <br />
<i>IEEE Transactions on Intelligent Transportation Systems <b>(T-ITS)</b>, 2023. Under Review, [JCR Q1, IF:8.5, CCF B, 交通领域top级期刊]</i></p>
</li>
</ul>
<ul>
<li><p><a href="https://mc.manuscriptcentral.com/tgrs">Multi-Feature Collaborative Fusion Network with Deep Supervision for SAR Ship Classification</a> <br />
Hao zheng, Zhigang Hu, Liu Yang, <b>AiKun Xu</b>, Meiguang Zheng and Keqin Li<br />
<i>IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING <b>(TGRS)</b>, 2023. Accepted, [JCR Q1, IF:8.2, CCF B, 遥感领域top级期刊]</i></p>
</li>
</ul>
<ul>
<li><p><a href="https://2023.eurosys.org/">A2TP: Aggregator-aware In-network Aggregation for Multi-tenant Learning</a> <br />
Zhaoyi Li, Jiawei Huang, Yijun Li, <b>AiKun Xu</b>, Shengwen Zhou, Jingling Liu and Jianxin Wang <br />
<i>European Conference on Computer Systems <b>(EuroSys)</b>, 2023. Accepted, [CCF A, top]</i></p>
</li>
</ul>
<ul>
<li><p><a href="http://www.mdpi.com/journal/applsci/">LFDC: Low-Energy Federated Deep Reinforcement Learning for Caching Mechanism in Cloud-edge Collaborative</a> <br />
Xinyu Zhang, Zhigang Hu *, Meiguang Zheng, Yang Liang, Hui Xiao and Hao Zheng, <b>AiKun Xu</b> <br />
<i>Applied Sciences, 2023. Accepted</i></p>
</li>
</ul>
<ul>
<li><p><a href="https://ieee-itss.org/pub/t-its">THAN: MultiModal Transportation Recommendation with Heterogeneous Graph Attention Networks</a> <br />
<b>AiKun Xu</b>, Ping Zhong, Yilin Kang, Jiongqiang Duan, Mingming Lu and Chuan Shi <br />
<i>IEEE Transactions on Intelligent Transportation Systems <b>(T-ITS)</b>, 2022. Accepted, [JCR Q1, IF:8.5, CCF B, 交通领域top级期刊]<a href="pdf/THAN.pdf">[PDF]</a><a href="https://github.com/xuaikun/THAN.git">[CODE]</a></i></p>
</li>
</ul>
<ul>
<li><p><a href="https://www.editorialmanager.com/ppna/default1.aspx">An Optimal Deployment Scheme for Extremely Fast Charging Stations</a> <br />
Ping Zhong, <b>AiKun Xu</b>, Yilin Kang, Shigeng Zhang and Yiming Zhang<br />
<i>Peer-to-Peer Networking and Applications <b>(P2PNA)</b>, 2022. Accepted, [JCR Q2]<a href="pdf/MDDC.pdf">[PDF]</a></i></p>
</li>
</ul>
<ul>
<li><p><a href="http://jos.org.cn/jos/article/abstract/5975?st=search">一种高效低能耗移动数据采集与无线充电策略</a> <br />
钟萍,<b>Aikun Xu</b>,张艺雯,李亚婷,张一鸣,黄家玮,王建新 <br />
<i>软件学报, 2021. <a href="pdf/JOS.pdf">[PDF]</a></i></p>
</li>
</ul>
<ul>
<li><p><a href="https://www.sciencedirect.com/science/article/abs/pii/S1574119221000560">EMPC: Energy-Minimization Path Construction for Data Collection and Wireless Charging in WRSN</a> <br />
Ping Zhong, <b>AiKun Xu</b>, Shigeng Zhang, Yiming Zhang and Yingwen Chen <br />
<i>Pervasive and Mobile Computing <b>(PMC)</b>, 2021. [JCR Q2]<a href="pdf/PMC.pdf">[PDF]</a></i></p>
</li>
</ul>
<!--
<ul>
<li><p><a href="https://onlinelibrary.wiley.com/doi/abs/10.1002/dac.4919">An Efficient on-Demand Charging Scheduling Scheme for Mobile Charging Vehicle</a> <br />
Ping Zhong, <b>AiKun Xu</b>, Jianliang Gao, Yiming Zhang and Yingwen Chen <br />
<i>International Journal of Communication Systems <b>(IJCS)</b>, 2021. [JCR Q3]<a href="pdf/IJCS.pdf">[PDF]</a></i></p>
</li>
</ul>
<ul>
<li><p><a href="https://www.inderscienceonline.com/doi/abs/10.1504/IJSNET.2021.118489">A Prediction Model of Death Probability for Guiding Wireless Recharging in Sensor Networks</a> <br />
Ping Zhong, <b>AiKun Xu</b>, Shu Lin and Xiaoyan Kui <br />
<i>International Journal of Sensor Networks <b>(IJSNET)</b>, 2021. [JCR Q4]<a href="pdf/5.IJSNet.pdf">[PDF]</a></i></p>
</li>
</ul>
-->
<ul>
<li><p><a href="https://ieeexplore.ieee.org/abstract/document/9066134">An Optimization Deployment Scheme for Static Charging Piles Based on Dynamic of Shared E-Bikes</a> <br />
Ping Zhong, <b>AiKun Xu</b>, Yuanming Chen, Feng Gao and Guihua Duan <br />
<i>2019 15th International Conference on Mobile Ad-Hoc and Sensor Networks <b>(MSN-19)</b>. [CCF C]<a href="pdf/MSN19.pdf">[PDF]</a></i></p>
</li>
</ul>
<h2>发明专利</h2>
<ul>
<li><p>基于团划分的静态充电桩部署方法(已授权) <br />
钟萍, <b>Aikun Xu</b>, 奎晓燕, 张艺雯<br />
国家发明专利, 授权公告号:CN109872070B, 授权公告日:2023-04-07</p>
</li>
</ul>
<ul>
<li><p>一种基于异质图神经网络的多模态交通推荐方法 <br />
钟萍, <b>Aikun Xu</b>, 王安宁, 鲁鸣鸣,高建良<br />
国家发明专利, 公开号:CN114969532A</p>
</li>
</ul>
<ul>
<li><p>基于GPS轨迹和图神经网络的出行时间预测方法(已授权) <br />
钟萍,王安宁,<b>Aikun Xu</b>,王森章,高建良<br />
国家发明专利, 授权公告号:CN115420299B, 授权日期:2024-07-26</p>
</li>
</ul>
<h2>其他项目</h2>
<ul>
<li><p>边缘计算中面向深度学习任务的计算卸载策略研究(No. 512340030) <br />
<b>负责人</b>; 经费:1.2万元 <br />
中南大学研究生自主探索项目 <br /></p>
</li>
</ul>
<ul>
<li><p>具有个性化和情境感知的多模态交通推荐算法研究(No. 2021zzts0735) <br />
<b>负责人</b>; 经费:1万元 <br />
中南大学研究生自主探索项目 <br /></p>
</li>
</ul>
<ul>
<li><p>面向厂区货车的融合式导航系统研究(No. GCX2020347Y) <br />
<b>负责人</b>; 经费:1万元 <br />
中南大学校企合作项目 <br /></p>
</li>
</ul>
<ul>
<li><p>面向机器人的适应性智能导航与场景感知(No. 2021zzts0753) <br />
参与人; 经费:1万元 <br />
中南大学研究生自主探索项目 <br /></p>
</li>
</ul>
<h2>社会兼职</h2>
<ul>
<li><p>期刊审稿人 <br /></p>
IEEE Transactions on Intelligent Transportation Systems (T-ITS) <br />
IEEE Transactions on Vehicular Technology (TVT) <br />
IEEE Internet of Things Journal (IoTJ) <br />
Journal of Supercomputing <br /></p>
</li>
</ul>
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<div id="footer-text">
<br>Page generated 2021-09-18, by <a href="https://xuaikun.github.io/">Aikun Xu</a>.
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