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<!DOCTYPE html>
<html>
<head>
<title>XJTLU PremiLab</title>
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<meta http-equiv="Content-Type" content="text/html; charset=UTF-8" />
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<br><br><br><br><br><br>
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<div class="container">
<img src="images/campus.jpg" alt="Top Banner"
style="max-width: 100%; height: auto; display: block; margin: 0 auto;">
</div>
<!-- <section class="main_container"> -->
<div class="container" style="padding-top: 50px;">
<div class="row">
<div class="col-md-10" style="text-align: left;">
<h3 class="headline">PremiLab</h3>
The Pattern REcognition and Machine Intelligence (PremiLab) was founded in July, 2016, and is
based at Xi’an Jiaotong Liverpool University, Suzhou, China.
PremiLab currently has 20+ researchers, and the main research interests of the Lab are pattern recognition, cognitive learning, machine learning, and
their applications in text, image, sound, and video. Research in PremiLab has been supported by many
grants from organisations such as the National Natural Science Foundation of China, Jiangsu Science and
Technology Programme-Key Research & Development Project , and industrial cooperation.
<br><br>
<div style="border:1px dashed black;padding:10px;padding-top:0px">
<h3 class="medium-headline">
Recently Accepted Papers
</h3>
<div class="row">
<div class="col-md-2" style="text-align: left;">
<img src="research/2026/tianyi_liu_iclr/IBFM.png" width="130px">
</div>
<div class="col-md-10" style="text-align: left;">
<span class="publication-authors">
Tianyi Liu, Xi Yang, Wei Wang, Anh Nguyen, Haochuan Jiang, Kaizhu Huang
</span>
</br>
<span class="publication-title" style="font-weight:bold;">
Sequential Information Bottleneck Fusion: Towards Robust and Generalizable Multi-Modal Brain Tumor Segmentation
</span>
</br>
<span class="publication-proceedings">
<i>The 14th International Conference on Learning Representations(ICLR), 2026.</i>
</span>
<br>
<br><br>
</div>
<div class="col-md-2" style="text-align: left;">
<img src="research/2025/yijie_hu_nips/icon.png" width="130px">
</div>
<div class="col-md-10" style="text-align: left;">
<span class="publication-authors">
Yijie Hu, Zihao Zhou, Kaizhu Huang, Xiaowei Huang, Qiufeng Wang
</span>
</br>
<span class="publication-title" style="font-weight:bold;">
Can MLLMs Absorb Math Reasoning Abilities from LLMs as Free Lunch?
</span>
</br>
<span class="publication-proceedings">
<i>The Thirty-Ninth Annual Conference on Neural Information Processing Systems (NeruIPS), 2025.</i>
</span>
<br>
<br><br>
</div>
<div class="col-md-2" style="text-align: left;">
<img src="research/2025/chaolong_yang/KDTalker.png" width="150px">
</div>
<div class="col-md-10" style="text-align: left;">
<span class="publication-authors">
Chaolong Yang*, Kai Yao*, Yuyao Yan, Chenru Jiang, Weiguang Zhao, Jie Sun, Guangliang Cheng, Yifei Zhang, Bin Dong, Kaizhu Huang
</span>
</br>
<span class="publication-title" style="font-weight:bold;">
Unlock Pose Diversity: Accurate and Efficient Implicit Keypoint-based Spatiotemporal Diffusion for Audio-driven Talking Portrait
</span>
</br>
<span class="publication-proceedings">
<i>International Journal of Computer Vision (IJCV), 2025.</i>
</span>
<br>
<a href="https://github.com/chaolongy/KDTalker" class="btn btn-homepage" alt="GitHub" target="_blank">GitHub Repo</a>
<a href="https://arxiv.org/pdf/2503.12963" class="btn btn-homepage" alt="GitHub" target="_blank">PDF</a>
<br><br>
</div>
<div class="col-md-2" style="text-align: left;">
<img src="research/2025/xiaoqiang_kang_emnlp/Table-R1.png" width="150px">
</div>
<div class="col-md-10" style="text-align: left;">
<span class="publication-authors">
Xiaoqiang Kang, Shengen Wu, Zimu Wang, Yilin Liu, Xiaobo Jin, Kaizhu Huang, Wei Wang, Yutao Yue, Xiaowei Huang, Qiufeng Wang
</span>
</br>
<span class="publication-title" style="font-weight:bold;">
Can GRPO Boost Complex Multimodal Table Reasoning?
</span>
</br>
<span class="publication-proceedings">
<i>The 2025 Conference on Empirical Methods in Natural Language Processing (EMNLP), 2025.</i>
</span>
<br>
<a href="https://arxiv.org/pdf/2411.06106" class="btn btn-homepage" alt="pdf" target="_blank">PDF</a>
<br><br>
</div>
<div class="col-md-2" style="text-align: left;">
<img src="research/2025/tianyi_liu_jbhi/medmap.png" width="150px">
</div>
<div class="col-md-10" style="text-align: left;">
<span class="publication-authors">
Tianyi Liu, Zhaorui Tan, Muyin Chen, Xi Yang, Haochuan Jiang, Kaizhu Huang.
</span>
</br>
<span class="publication-title" style="font-weight:bold;">
MedMAP: Promoting Incomplete Multi-modal Brain Tumor Segmentation with Alignment
</span>
</br>
<span class="publication-proceedings">
<i>IEEE Journal of Biomedical and Health Informatics (JBHI), 2025.</i>
</span>
<br>
<a href="https://arxiv.org/pdf/2408.09465" class="btn btn-homepage" alt="pdf" target="_blank">PDF</a>
<br><br>
</div>
<!-- <div class="col-md-2" style="text-align: left;">
<img src="research/2024/shufei_zhang_ijcv/icon.png" width="150px">
</div>
<div class="col-md-10" style="text-align: left;">
<span class="publication-authors">
Shufei Zhang, Zhuang Qian, Kaizhu Huang, Qiufeng Wang, Bin Gu, Huan Xiong, Xinping Yi.
</span>
</br>
<span class="publication-title" style="font-weight:bold;">
Inter-feature Relationship Certifies Robust Generalization of Adversarial Training
</span>
</br>
<span class="publication-proceedings">
<i>International Journal of Computer Vision (IJCV), 2024</i>.
</span>
<a href="https://dl.acm.org/doi/10.1145/3586183.3606723" class="btn btn-homepage" alt="doi" target="_blank">DOI</a>
<a href="https://groups.csail.mit.edu/hcie/files/research-projects/style2fab/style2fab.pdf" class="btn btn-homepage" alt="pdf" target="_blank">PDF</a>
<a href="https://www.youtube.com/embed/wGp1vMNsM3Q?si=Q8YoO4OG3ZCJ2HCr" class="btn btn-homepage" alt="video" target="_blank">Video</a>
<a href="http://groups.csail.mit.edu/hcie/files/research-projects/style2fab/uist-style2fab-presentation.pptx" class="btn btn-homepage" alt="slide" target="_blank">Slides</a>
<a href="research/style2fab/style2fab.html" class="btn btn-homepage" alt="page">Project Page</a>
<br><br>
</div> -->
<!-- <div class="col-md-2" style="text-align: left;">
<img src="research/mouthio/images/mouthio-icon.png" width="150px">
</div>
<div class="col-md-10" style="text-align: left;">
<span class="publication-authors">
Yijing Jiang, Julia Kleinau, Till Max Eckroth, Eve Hoggan, Stefanie Mueller, Michael Wessely.
</span>
</br>
<span class="publication-title" style="font-weight:bold;">
MouthIO: Fabricating Customizable Oral User Interfaces with Integrated Sensing and Actuation.
</span>
</br>
<span class="publication-proceedings">
In <i>Proceedings of UIST 2024</i>.
</span>
<br>
<a href="https://dl.acm.org/doi/10.1145/3586183.3606723" class="btn btn-homepage" alt="doi" target="_blank">DOI</a>
<a href="https://groups.csail.mit.edu/hcie/files/research-projects/style2fab/style2fab.pdf" class="btn btn-homepage" alt="pdf" target="_blank">PDF</a>
<a href="https://www.youtube.com/embed/wGp1vMNsM3Q?si=Q8YoO4OG3ZCJ2HCr" class="btn btn-homepage" alt="video" target="_blank">Video</a>
<a href="http://groups.csail.mit.edu/hcie/files/research-projects/style2fab/uist-style2fab-presentation.pptx" class="btn btn-homepage" alt="slide" target="_blank">Slides</a>
<a href="research/style2fab/style2fab.html" class="btn btn-homepage" alt="page">Project Page</a>
<br><br>
</div> -->
</div>
</div>
<h3 class="headline">Major News</h3>
<b>Aug 2025: </b>The 15th International Conference on Brain Inspired Cognitive Systems (BICS) will be held at XJTLU.
<br>
<b>May 2025: </b>Our RRoG-DM Workshop will be held at ICDM 2025.
<br>
<b>Mar 2025: </b>Our M3RD Workshop will be held at ICDAR 2025.
<br>
<h3 class="headline">Research News</h3>
<b>Jan 2026: </b>1 paper accepted to ICLR.
<br>
<b>Sep 2025: </b>1 paper accepted to NeurIPS.
<br>
<b>Aug 2025: </b>1 paper accepted to IJCV.
<br>
<b>Aug 2025: </b>1 paper accepted to EMNLP 2025.
<br>
<b>Aug 2025: </b>1 paper accepted to SIGGRAPH Asia 2025.
<br>
<b>Jul 2025: </b>2 papers accepted to ACM MM 2025 (1 Main and 1 Demo).
<br>
<b>Jun 2025: </b>1 paper accepted to ICCV 2025.
<br>
<b>Apr 2025: </b>1 paper accepted to TNNLS.
<br>
<b>Feb 2025: </b>3 papers accepted to CVPR 2025.
<br>
<b>Jan 2025: </b>2 papers accepted to ICLR 2025.
<br>
<b>Dec 2024: </b>4 papers accepted to AAAI 2025 (2 oral and 2 posters).
<br>
<b>Sep 2024: </b>1 paper accepted to NeurIPS 2024 as Spotlight.
<br>
<b>Sep 2024: </b>1 paper accepted to TPAMI.
</div>
<div class="col-md-2" style="text-align: left;">
<div style="border:1px dashed gray; padding:10px; padding-top: 0px; margin:0px">
<h3 class="medium-headline">Events</h3>
Our lab hosts various events, including workshops, seminars, and conferences.
<br>
<a href="events.html" class="btn btn-homepage" alt="page" style="margin-top:5px">Events</a>
</b>
</div><br>
<div style="border:1px dashed gray; padding:10px; padding-top: 0px; margin:0px">
<h3 class="medium-headline">Publications</h3> We publish our research in premier machine learning
and deep learning venues.<br>
<a href="publications.html" class="btn btn-homepage" alt="page" style="margin-top:5px">Publication
List</a>
</b>
</div><br>
<div style="border:1px dashed gray; padding:10px; padding-top: 0px; margin:0px">
<h3 class="medium-headline">Research Groups</h3>
We have various research groups focus on different areas.<br>
<a href="groups.html" class="btn btn-homepage" alt="page" style="margin-top:5px">Research Groups</a>
</b>
</div><br>
<div style="border:1px dashed gray; padding:10px; padding-top: 0px; margin:0px">
<h3 class="medium-headline">Team Members</h3>
The team members of PremiLab.<br>
<a href="people.html" class="btn btn-homepage" alt="page" style="margin-top:5px">Team</a></b>
</div><br>
<!-- <div style="border:1px dashed gray; padding:10px; padding-top: 0px; margin:0px"><h3 class="medium-headline">UROP/MEng</h3> We have advised more than 200 undergraduate research projects and 25 master thesis in the last years. 12 students received MIT EECS Best Undergraduate Researcher and Best Master Thesis Awards.<br> <a href="urop-meng.html" class="btn btn-homepage" alt="page"style="margin-top:5px">How to Work with Us</a></b></div><br> -->
<!-- <div style="border:1px dashed gray; padding:10px; padding-top: 0px; margin:0px"><h3 class="medium-headline">Teaching</h3> To get prepared for research in our lab, consider taking our AUS class '6.810 Engineering Interactive Technologies', which teaches computational fabrication skills, electronics, and design.<br> <a href="classes/2021-fall-6810/6810-engineering-interactive-technologies.html" class="btn btn-homepage" alt="page"style="margin-top:5px">Class Overview</a></b></div><br> -->
<!-- <div style="border:1px dashed gray; padding:10px; padding-top: 0px; margin:0px"><h3 class="medium-headline">FabPub</h3> Our lab maintains a directory of related work in computational fabrication, which can be helpful when starting in our research field.<br> <a href="publications.html" class="btn btn-homepage" alt="page"style="margin-top:5px">FabPub Website</a></b></div> -->
</div>
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<span class="copyright">
Since 2017 © XJTLU PremiLab [redesign by
<a href="https://ning-mz.github.io" target="_blank"
style="text-decoration:none; border-bottom:0px">
Maizhen Ning
</a>].
All Rights Reserved.
<a href="http://xjtlu.edu.cn/en" target="_blank"
style="text-decoration:none; border-bottom:0px">
<img src="images/logo/xjtlu-logo.png" alt="XJTLU" class="footer-logo" />
</a>
<a href="https://www.xjtlu.edu.cn/en/study/departments/school-of-advanced-technology"
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</a>
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