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<!doctype html>
<html lang="en">
<head>
<meta charset="UTF-8">
<meta name="viewport" content="width=device-width, initial-scale=0.9">
<title>Chengyi Cai's Homepage</title>
<style>
a {
text-decoration: none;
color: #4B0082;
}
body {
font-family: Georgia, sans-serif;
font-size: 17px;
line-height: 1.8;
margin: 0;
padding: 0;
background-color: #f0e8f3;
margin-top: 50px;
text-align: left;
}
.container {
max-width: 800px;
min-width: 450px;
margin: 25px auto;
padding: 20px;
padding-left: 80px;
padding-right: 80px;
padding-bottom: 50px;
background-color: #fff;
box-shadow: 0 0 10px rgba(0, 0, 0, 0.1);
}
.scroll-box {
width: 92%;
height: 50px;
border: 0.5px solid #ccc;
padding: 20px;
overflow-y: auto;
background-color: #f9f9f9;
}
section {
margin-bottom: 80px;
}
footer {
color: grey;
text-align: center;
}
.content-wrapper {
display: flex;
flex-wrap: wrap;
align-items: center;
gap: 20px;
margin-top: 50px;
margin-bottom: 50px;
}
.image-container {
position: relative;
min-width: 400px;
height: auto;
}
.image-container img {
width: 400px;
height: 120px;
background-size: cover;
background-position: center;
box-shadow: 4px 4px 10px rgba(0, 0, 0, 0.2);
}
.badge {
position: absolute;
top: 5px;
left: 0px;
background-color: rgba(148, 0, 211, 0.95);
color: white;
padding: 5px 5px;
font-size: 12px;
border-radius: 5px;
font-weight: bold;
}
</style>
</head>
<body>
<div class="container">
<header style="text-align: center; margin-bottom: 20px;">
<h1 style="font-size: 2.5em; margin-bottom: 5px; border-bottom: 1.5px solid #D3D3D3; padding-bottom: 5px;">Chengyi CAI (蔡澄奕)</h1>
<h3 style="color: grey;">Ph.D. Student</h3>
</header>
<section>
<div style="display: flex; flex-wrap: wrap; justify-content: space-between; align-items: left;">
<div style="flex: 1; min-width: 300px;">
<p>
<a href="https://cis.unimelb.edu.au/" style="line-height: 1">School of Computing and Information Systems,    </a>
<a href="https://eng.unimelb.edu.au/" style="line-height: 1">Faculty of Engineering and Information Technology, </a>
<a href="https://www.unimelb.edu.au/" style="line-height: 1">The University of Melbourne</a>
</p>
<p>
<strong>Address</strong>: Melbourne Connect, 700 Swanston Street, Carlton, VIC, Australia<br>
<strong>Email</strong>: <a href="mailto:chengyi.cai@student.unimelb.edu.au">chengyi.cai [AT] student.unimelb.edu.au</a>
</p>
<p>
<a href="https://github.com/caichengyi"><img src="assets/github.png" alt="GitHub Profile" height="30"></a>     
<a href="https://scholar.google.com.au/citations?user=ogCTxwczFJYC&hl=en&oi=ao"><img src="assets/google.png" alt="Google Scholar Profile" height="30"></a>
</p>
</div>
<div style="flex: 1; min-width: 300px; text-align: center;">
<img src="assets/photo.jpg" alt="..." style="max-width: 70%; border-radius: 10px;">
</div>
</div>
</section>
<section>
<h2 style="border-bottom: 1.5px solid #D3D3D3;">About Me</h2>
<p style="text-align: justify;">
Hi there, I am Chengyi Cai, a second year Ph.D. student at <a href="https://github.com/tmlr-group">Trustworthy Machine Learning and Reasoning Group (TMLR)</a>
in the Faculty of Engineering and Information Technology, the University of Melbourne, luckily advised by <a href="https://scholar.google.com.au/citations?user=eqe3JS8AAAAJ&hl=en&oi=ao">Dr.
Feng Liu</a>, <a href="https://scholar.google.com.au/citations?user=mxS6eHYAAAAJ&hl=en&oi=ao">A/Prof Jianzhong Qi</a> and <a href="https://scholar.google.com.au/citations?user=wNTF8zkAAAAJ&hl=en&oi=ao">Dr. Zesheng Ye</a>. I was once supervised by <a href="https://scholar.google.com.au/citations?user=PNMUgAoAAAAJ&hl=en&oi=ao">Dr. Yuchen Guo</a> and <a href="https://scholar.google.com.au/citations?user=CHAajY4AAAAJ&hl=en&oi=ao">Prof. Qionghai Dai</a>,
and obtained a master's degree from Tsinghua University. My current research interests lie in <strong>Learning/Inference under Distribution Shift</strong>,
including:
</p>
<li>Model reprogramming of pre-trained vision models and VLMs (Vision-Language Models)</li>
<li>Test-time alignment of VLMs and MLLMs (Multimodal Large Language Models)</li>
</section>
<section>
<h2 style="border-bottom: 1.5px solid #D3D3D3;">Recent News</h2>
<ul class="scroll-box">
<li>[23/01/2025] One paper is accepted by <a href="https://iclr.cc/Conferences/2025">ICLR 2025</a>! </li>
<li>[26/09/2024] One paper is accepted by <a href="https://neurips.cc/Conferences/2024">NeurIPS 2024</a> as an <strong>oral</strong>! </li>
<li>[06/09/2024] Have passed the <a href="https://gradresearch.unimelb.edu.au/being-a-candidate/confirmation">PhD confirmation</a> and become a PhD candidate! </li>
<li>[13/06/2024] One paper is accepted by <a href="https://icml.cc/Conferences/2024">ICML 2024</a> as a <strong>splotlight</strong>!</li>
</ul>
</section>
<section>
<h2 style="border-bottom: 1.5px solid #D3D3D3;">Selected Publications</h2>
<div class="content-wrapper">
<div class="image-container">
<img src="assets/AttrVR.png" alt="Image">
<div class="badge">ICLR 2025</div>
</div>
<div style="max-width: 380px; ">
<p style="color: #4B0082; line-height: 1.5; text-align: left; "><strong><a href="https://arxiv.org/abs/2501.13982">Attribute-based Visual Reprogramming for Image Classification with CLIP.</a></strong> <a href="https://github.com/tmlr-group/AttrVR">[Code]</a> </p>
<p style="line-height: 1.5"><strong>Chengyi Cai</strong>, Zesheng Ye, Lei Feng, Jianzhong Qi, Feng Liu*.
<strong>[ICLR 2025]</strong></p>
</div>
</div>
<div class="content-wrapper">
<div class="image-container">
<img src="assets/BLM.png" alt="Image">
<div class="badge">NeurIPS 2024</div>
</div>
<div style="max-width: 380px; ">
<p style="color: #4B0082; line-height: 1.5; text-align: left; "><strong><a href="https://arxiv.org/abs/2410.24018">Bayesian-guided Label Mapping for Visual Reprogramming.</a></strong> <a href="https://github.com/tmlr-group/BayesianLM">[Code]</a> </p>
<p style="line-height: 1.5"><strong>Chengyi Cai</strong>, Zesheng Ye, Lei Feng, Jianzhong Qi, Feng Liu*.
<strong>[NeurIPS 2024 Oral]</strong></p>
</div>
</div>
<div class="content-wrapper">
<div class="image-container">
<img src="assets/SMM.png" alt="Image">
<div class="badge">ICML 2024</div>
</div>
<div style="max-width: 380px; ">
<p style="color: #4B0082; line-height: 1.5; text-align: left;"><strong><a href="https://arxiv.org/abs/2406.03150">Sample-specific Masks for Visual Reprogramming-based Prompting.</a></strong> <a href="https://github.com/tmlr-group/SMM">[Code]</a> </p>
<p style="line-height: 1.5"><strong>Chengyi Cai</strong>, Zesheng Ye, Lei Feng, Jianzhong Qi, Feng Liu*.
<strong>[ICML 2024 Spotlight]</strong></p>
</div>
</div>
</section>
<section>
<h2 style="border-bottom: 1.5px solid #D3D3D3;">Academic Services</h2>
<ul>
<li>Conference Reviewer: ICML, NeurIPS, ICLR, AISTATS, etc.</li>
<li>Journal Reviewer: Neural Networks, etc.</li>
</ul>
</section>
<section>
<h2 style="border-bottom: 1.5px solid #D3D3D3;">Research Intern</h2>
<ul>
<li>[06/2022-08/2022] @ PAII Inc., under the mentorship of <a href="https://scholar.google.com.au/citations?hl=en&user=feoBnmkAAAAJ">Dr. Peng Chang.</a></li>
<li>[12/2021-05/2022] @ Noah's Ark Lab, under the mentorship of <a href="https://scholar.google.com.au/citations?hl=en&user=ayofPmMAAAAJ">Dr. Peng Yuan.</a></li>
</ul>
</section>
<section>
<h2 style="border-bottom: 1.5px solid #D3D3D3; padding-bottom: 5px;">Awards & Competitions</h2>
<ul>
<li>[10/2024] NeurIPS 2024 Travel Award</li>
<li>[06/2023] The Melbourne Research Scholarship</li>
<li>[11/2019,11/2018,11/2017] National Scholarship</li>
<li>[08/2019] The First Prize, China’s Undergraduate Intelligent Design Competition</li>
<li>[05/2019] The Second Prize, National Undergraduate English Competition</li>
<li>[10/2018] Bronze Medal, ACM-ICPC Asia Regional Contest </li>
<li>[04/2018] Meritorious Winner, Interdisciplinary Contest in Modeling </li>
<li>[03/2018] The Third Prize, National Undergraduate Mathematics Competition (Final)</li>
<li>[11/2017] The First Prize, National Undergraduate Mathematics Competition (Preliminary)</li>
</ul>
</section>
<footer>
<p>© Chengyi Cai | Last Update: <span id="last-updated"></span></p>
</footer>
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