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<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<meta name="description" content="">
<meta name="keywords" content="">
<meta name="author" content="Gelei Xu">
<title>Gelei Xu | Homepage</title>
<link rel="shortcut icon" href="./assets/images/favicon.png">
<link rel="stylesheet" href="./assets/styles.css">
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<div class="content-wrapper">
<section class="wrapper bg-light wrapper-border">
<div class="container inner py-4">
<div class="row gx-lg-8 gx-xl-12 gy-4 gy-lg-0">
<div class="col-md-8 align-self-center text-center text-md-start navigation">
<h3 class="text-black fs-30 mb-0">Gelei Xu</h3>
</div>
<div class="col-md-4 align-self-center text-center text-md-start navigation">
<a href="#about"
class="btn btn-sm btn-soft-ash rounded-pill btn-icon btn-icon-start mb-0 me-1 add-margin">About</a>
<a href="#publications"
class="btn btn-sm btn-soft-ash rounded-pill btn-icon btn-icon-start mb-0 me-1 add-margin">Publications</a>
<a href="./assets/files/CVnew_Xu.pdf"
class="btn btn-sm btn-soft-ash rounded-pill btn-icon btn-icon-end mb-0 add-margin">CV</a>
</div>
</div>
</div>
</section>
<section class="wrapper bg-light">
<div class="container py-8 py-md-4">
<div class="row gx-lg-8 gx-xl-12">
<div class="col-lg-8">
<div id="about" class="row">
<!-- ********************************* -->
<!-- ************* Intro ************* -->
<!-- ********************************* -->
<div class="col-md-2 add-padding">
<figure class="rounded">
<img src="./assets/images/me2.png" alt=""/>
</figure>
</div>
<div class="col-md-10 add-padding">
<p>
I am a second year Ph.D. student in the Department of Computer Science and Engineering at the
<a href="https://www.nd.edu/">University of Notre Dame</a>, advised by Prof. Yiyu Shi
in the <a href="https://www3.nd.edu/~scl/index.html">SCL Lab</a>. I received my B.Eng.
degree in the same department
at <a href="https://www.sustech.edu.cn/en/">Southern University of Science and
Technology (SUSTech)</a>,
conducting research related to medical image processing under the guidance of
Prof. Jiang Liu</a> at <a href="https://imed-lab.com/">iMED</a>.
</p>
</div>
<p>
My research mainly focus on <b>on-device learning</b>. I am also interested in <b>AI for
healthcare</b> and <b>Human-Computer
Interaction</b>. I am passionate about
exploring the intersection of these areas to develop innovative solutions that can make an
impact in
technology and healthcare.
</p>
<!-- <p class="highlighted-text">I am actively seeking research internship opportunities in the-->
<!-- industry for-->
<!-- Summer 2025. If you know of any suitable opportunities, please feel free to reach out!-->
<!-- </p>-->
</div>
<!-- ********************************* -->
<!-- ********** Publications ********* -->
<!-- ********************************* -->
<div id="publications" class="row py-8 py-md-4">
<h2>Publications</h2> <span>(* indicates equal contributions)</span>
</div>
<div class="blog classic-view py-md-2">
<div class="card card-body add-margin">
<div class="row">
<div class="col-md-3 py-md-2 add-padding">
<figure class="hover-scale rounded">
<a href="https://arxiv.org/pdf/2405.16113">
<img src="assets/images/thumbnails/xu_date.png" alt=""/>
</a>
</figure>
</div>
<div class="col-md-9 add-padding">
<h6>Enabling Memory-Efficient On-Device Learning via Dataset Condensation</h6>
<p class="p-condense"><b>Gelei Xu</b>, Ningzhi Tang, Jun Xia, Ruiyang Qin, Wei Jin, and Yiyu Shi</p>
<p class="p-condense"><b>DATE 2025</b></p>
<p class="p-condense">
<a href="https://arxiv.org/pdf/2405.16113"><i class="fa-solid fa-file"></i>
PDF</a>
</p>
</div>
</div>
</div>
</div>
<div class="blog classic-view py-md-2">
<div class="card card-body add-margin">
<div class="row">
<div class="col-md-3 py-md-2 add-padding">
<figure class="hover-scale rounded">
<a href="https://arxiv.org/pdf/2407.15252">
<img src="assets/images/thumbnails/xu_PhysioChi.png" alt=""/>
</a>
</figure>
</div>
<div class="col-md-9 add-padding">
<h6>An Adaptive System for Wearable Devices to Detect Stress Using Physiological Signals</h6>
<p class="p-condense"><b>Gelei Xu</b>, Ruiyang Qin, Zhi Zheng, and Yiyu Shi</p>
<p class="p-condense"><b>PhysioCHI 2024</b></p>
<p class="p-condense">
<a href="https://arxiv.org/pdf/2407.15252"><i class="fa-solid fa-file"></i>
PDF</a>
</p>
</div>
</div>
</div>
</div>
<div class="blog classic-view py-md-2">
<div class="card card-body add-margin">
<div class="row">
<div class="col-md-3 py-md-2 add-padding">
<figure class="hover-scale rounded">
<a href="assets/files/papers/xu_arxiv23.pdf">
<img src="assets/images/thumbnails/xu_arxiv23.png" alt=""/>
</a>
</figure>
</div>
<div class="col-md-9 add-padding">
<h6>Achieving Fairness in Dermatological Disease Diagnosis through Automatic Weight
Adjusting Federated Learning and Personalization</h6>
<p class="p-condense"><b>Gelei Xu</b>, Yawen Wu, Jingtong Hu, and Yiyu Shi</p>
<p class="p-condense"><b>Arxiv 2022</b></p>
<p class="p-condense">
<a href="assets/files/papers/xu_arxiv23.pdf"><i class="fa-solid fa-file"></i>
PDF</a>
</p>
</div>
</div>
</div>
</div>
<div class="blog classic-view py-md-2">
<div class="card card-body add-margin">
<div class="row">
<div class="col-md-3 py-md-2 add-padding">
<figure class="hover-scale rounded">
<a href="assets/files/papers/xu_csa22.pdf">
<img src="assets/images/thumbnails/xu_csa22.png" alt=""/>
</a>
</figure>
</div>
<div class="col-md-9 add-padding">
<h6>Automatic Cortical Cataract Classification Framework Based on AS-OCT Images</h6>
<p class="p-condense"><b>Gelei Xu*</b>, Xiaoqing Zhang*, Zunjie Xiao, Risa
Higashita, Wan Chen, Jin Yuan, and Jiang Liu</p>
<p class="p-condense"><b>CSA 2022</b></p>
<p class="p-condense">
<a href="assets/files/papers/xu_csa22.pdf"><i class="fa-solid fa-file"></i> PDF</a>
|
<!-- <a href="http://www.c-s-a.org.cn/csa/article/abstract/8867?st=search"><i-->
<!-- class="fa-solid fa-link"></i> CSA Archive</a>-->
</p>
</div>
</div>
</div>
</div>
<div class="blog classic-view py-md-2">
<div class="card card-body add-margin">
<div class="row">
<div class="col-md-3 py-md-2 add-padding">
<figure class="hover-scale rounded">
<a href="assets/files/papers/zhang_icme22.pdf">
<img src="assets/images/thumbnails/zhang_icme22.png" alt=""/>
</a>
</figure>
</div>
<div class="col-md-9 add-padding">
<h6>Channel-Wise and Spatial Feature Recalibration Network for Nuclear Cataract
Classification</h6>
<p class="p-condense">Xiaoqing Zhang, <b>Gelei Xu</b>, Junyong Shen, Zunjie Xiao,
Qiuyang Yan, Jin Yuan, Risa Higashita, Jiang Liu</p>
<p class="p-condense"><b>ICME 2022</b></p>
<p class="p-condense">
<a href="assets/files/papers/zhang_icme22.pdf"><i class="fa-solid fa-file"></i>
PDF</a> |
<!-- <a href="https://ieeexplore.ieee.org/abstract/document/9860008"><i-->
<!-- class="fa-solid fa-link"></i> IEEE Xplore</a>-->
</p>
</div>
</div>
</div>
</div>
<div class="blog classic-view py-md-2">
<div class="card card-body add-margin">
<div class="row">
<div class="col-md-3 py-md-2 add-padding">
<figure class="hover-scale rounded">
<a href="assets/files/papers/zhang_kbs22.pdf">
<img src="assets/images/thumbnails/zhang_kbs22.png" alt=""/>
</a>
</figure>
</div>
<div class="col-md-9 add-padding">
<h6>CCA-Net: Clinical-awareness Attention Network for Nuclear Cataract
Classification in AS-OCT</h6>
<p class="p-condense">Xiaoqing Zhang, Zunjie Xiao, Lingxi Hu, <b>Gelei Xu</b>, Risa
Higashita, Wan Chen, Jin Yuan, Jiang Liu</p>
<p class="p-condense"><b>KBS 2022</b></p>
<p class="p-condense">
<a href="assets/files/papers/zhang_kbs22.pdf"><i class="fa-solid fa-file"></i>
PDF</a> |
<!-- <a href="https://www.sciencedirect.com/science/article/pii/S0950705122005470"><i-->
<!-- class="fa-solid fa-link"></i> ScienceDirect</a>-->
</p>
</div>
</div>
</div>
</div>
</div>
<!-- ********************************* -->
<!-- ************ Sidebar ************ -->
<!-- ********************************* -->
<aside class="col-lg-4 sidebar mt-11 mt-lg-6">
<div class="widget">
<p class="p-small"><b>Gelei Xu</b></p>
<p class="p-small">Ph.D. Student</p>
<p class="p-small"><a href="http://cse.nd.edu/">Computer Science and Engineering</a></p>
<p class="p-small"><a href="http://www.nd.edu/">University of Notre Dame</a></p>
</div>
<div class="widget">
<p class="p-small"><a href="assets/files/CVnew_Xu.pdf">Curriculum Vitae</a></p>
<p class="p-small"><a href="https://scholar.google.com/citations?user=rJKqlzkAAAAJ">Google
Scholar</a></p>
<p class="p-small"><a href="https://www.linkedin.com/in/gelei-xu-41904b272/">LinkedIn</a></p>
<p class="p-small"><a href="mailto:[email protected]">[email protected]</a></p>
</div>
<div class="widget">
<h4 class="widget-title mb-3">Attending</h4>
<p class="p-small"><b>DATE 2025 (Lyon, France)</b>
<p class="p-small fade-text"><b>DAC 2024 (San Fransisco, CA)</b>
<p class="p-small fade-text"><b>CHI 2024 (Honolulu, HI)</b>
</div>
<div class="widget">
<h4 class="widget-title mb-3">News</h4>
<p class="p-small"><b>11/19/2024</b> One paper accepted to <a
href="https://aistats.org/aistats2025/">AISTATS 2025</a></p>
<p class="p-small"><b>11/19/2024</b> One paper accepted to <a
href="https://www.date-conference.com/">DATE 2025</a></p>
<p class="p-small"><b>04/05/2024</b> Selected as a <a
href="https://www.dac.com/Attend/Students-Scholarships/Young-Student-Fellow-Program">DAC
2024 Young Fellow</a></p>
<p class="p-small"><b>03/15/2024</b> One workshop paper accepted to <a
href="https://www.hcilab.org/physiochi24/">PhysioCHI</a> at CHI 2024</p>
<details>
<summary>MORE...</summary>
<div>
<p class="p-small"><b>08/20/2023</b> Joined University of Notre Dame as a CSE graduate student
</p>
<p class="p-small"><b>06/30/2023</b> Graduated from SUSTech, honored as an outstanding graduate
</p>
<p class="p-small"><b>02/20/2023</b> Research internship in postoperative liver tumor
analysis at <a href="https://www.fahsysu.org.cn/en/home">SYSU First Affiliated
Hospital</a></p>
<p class="p-small"><b>06/06/2022</b> <a href="assets/files/papers/xu_csa22.pdf">One
Paper</a> accepted to <a
href="http://www.c-s-a.org.cn/csaen/home?id=20180329042721188&name=English">CSA</a>
</p>
<p class="p-small"><b>03/23/2022</b> Research internship at <a
href="https://www3.nd.edu/~scl/index.html">Sustainable Computing Lab (SCL)</a>
at University of Notre Dame</p>
</div>
</details>
</div>
<div class="widget">
<h4 class="widget-title mb-3">Teaching</h4>
<p class="p-small"><b>Teaching Assistant</b></p>
<p class="p-small">CSE 20221: Logic Design, Spring 2024</p>
<p class="p-small">CSE 40535: Computer Vision, Fall 2023</p>
</div>
<div class="widget">
<h4 class="widget-title mb-3">Service</h4>
<p class="p-small"><b>Committee member</b>: CoE Grad Student Leadership Committee,
2024-2025</p>
<p class="p-small"><b>Reviewer</b>: TOIS, TECS, RO-MAN, Scientific Reports</p>
</div>
</aside>
</div>
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</section>
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<p>© 2025 Gelei Xu. All rights reserved.</p>
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