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<!DOCTYPE html>
<!--[if IE 8]>
<html lang="en" class="ie8">
<![endif]-->
<!--[if IE 9]>
<html lang="en" class="ie9">
<![endif]-->
<!--[if !IE]><!-->
<html lang="en">
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<head>
<title>Xiu Su</title>
<!-- Meta -->
<meta charset="utf-8">
<meta http-equiv="X-UA-Compatible" content="IE=edge,Chrome=1">
<!-- <meta name="viewport" content="width=device-width, initial-scale=1.0">-->
<meta name="description" content="Xiu Su's homepage">
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<![endif]-->
<script>
(function(i,s,o,g,r,a,m){i['GoogleAnalyticsObject']=r;i[r]=i[r]||function(){
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})(window,document,'script','https://www.google-analytics.com/analytics.js','ga');
ga('create', 'UA-88572407-1', 'auto');
ga('send', 'pageview');
</script>
</head>
<body>
<div class="container">
<div class="row">
<div class='row'>
<hr>
<div class='col-xs-5'>
<hr>
<div class='photo'>
<img src="assets/images/Photo2.jpg" style="width: 350px; height: 220.88px;" alt="Photo2"/>
</div>
</div>
<div class='col-xs-6'>
<h3>
Xiu Su 苏修
</h3>
<h5>
Make it simple. Make it work.
</h5>
<p>
<p>
<p>
I am currently a full professor at Central South University. I obtained my PhD from the University of Sydney, majoring in artificial intelligence. My supervisers are <a href="https://scholar.google.com/citations?hl=zh-CN&user=N4F_3eoAAAAJ">Chang Xu</a> and <a href="https://scholar.google.com/citations?hl=en&user=rFe-3twAAAAJ">Shan You</a>. Before that, I received my B.S and M.S degree at Tianjin University, advised by Prof. Xiaodong Chen. I also join a exchange program at Nankai University during 09/2012-09/2014.
</p>
<h3 style="padding-top:-1px"></h3>
<a href="mailto: xiusu1994@csu.edu.cn"><i class="fa fa-envelope"></i> xiusu1994@csu.edu.cn</a>
<a href="https://scholar.google.com/citations?hl=zh-CN&user=7OMxmYcAAAAJ" target="_blank"><i class="fa fa-globe"></i> Google Scholar</a>
</div>
</div>
<hr>
<div class='researchInt'>
<h3 style="padding-top:-5px">Research Interest</h3>
<p>My primary research interests include Embodied Intelligence, Multimodal Large Models, AutoML, Computer Vision, and Machine Learning, covering topics such as Embodied AI, Multimodal Models, LLMs, detection, segmentation, transformers, diffusion models, and human-object interaction (HOI). I have published over 20 academic papers in top-tier AI journals and conferences, including TPAMI (Impact Factor: 26.7), CVPR, ICCV, NeurIPS, ICML, AAAI, SIGKDD, ECCV, ICLR, among others. I also serve as a long-term reviewer for leading conferences and journals in the field.
<strong>I am actively recruiting motivated and diligent Ph.D./Master's students and Research Assistants. The lab is well-equipped with ample GPU resources and maintains deep research collaborations with prestigious universities worldwide, providing opportunities for students to pursue further studies at renowned international institutions. Please feel free to contact at xiusu1994@csu.edu.cn.</strong>
</strong></p>
</div>
<hr>
<h3>
<a name='publications'></a> News
</h3>
<div class='news'>
<ul>
<li><i class="fa fa-flag" color="#FF0000"
aria-hidden="true"></i>[2026/02] Four papers were accepted by ACMMM 2026! </li>
<li><i class="fa fa-flag" color="#FF0000"
aria-hidden="true"></i>[2026/02] Three papers were accepted by ECCV 2026! </li>
<li><i class="fa fa-flag" color="#FF0000"
aria-hidden="true"></i>[2026/02] Three papers were accepted by ICML 2026! </li>
<li><i class="fa fa-flag" color="#FF0000"
aria-hidden="true"></i>[2026/02] One paper was accepted by Climate and Atmospheric Science(Nature Partner Journers, IF: 9.0)! </li>
<li><i class="fa fa-flag" color="#FF0000"
aria-hidden="true"></i>[2026/04] Three papers were accepted by ICML2026! </li>
<li><i class="fa fa-flag" color="#FF0000"
aria-hidden="true"></i>[2026/01] Five papers were accepted by CVPR2026! </li>
<li><i class="fa fa-flag" color="#FF0000"
aria-hidden="true"></i>[2025/11] One paper was accepted by Digital Medicine(Nature Partner Journers, IF: 15.1)! </li>
<li><i class="fa fa-flag" color="#FF0000"
aria-hidden="true"></i>[2025/07] Three papers were accepted by AAAI2026, including two oral papers! </li>
<li><i class="fa fa-flag" color="#FF0000"
aria-hidden="true"></i>[2025/07] Three papers were accepted by NIPs2025! </li>
<li><i class="fa fa-flag" color="#FF0000"
aria-hidden="true"></i>[2025/07] Five papers were accepted by ACMMM2025! </li>
<li><i class="fa fa-flag" color="#FF0000"
aria-hidden="true"></i>[2025/07] One paper was accepted by ICCV2025! </li>
<li><i class="fa fa-flag" color="#FF0000"
aria-hidden="true"></i>[2025/07] Two papers were accepted by ICML2025! </li>
<li><i class="fa fa-flag" color="#FF0000"
aria-hidden="true"></i>[2025/01] One paper was accepted by CVPR2025! </li>
<li><i class="fa fa-flag" color="#FF0000"
aria-hidden="true"></i>[2024/12] Two papers were accepted by ICASSP 2025! </li>
<li><i class="fa fa-flag" color="#FF0000"
aria-hidden="true"></i>[2024/11] Two papers were accepted by AAAI 2025! </li>
<li><i class="fa fa-flag" color="#FF0000"
aria-hidden="true"></i>[2024/07] One paper was accepted by ACM MM 2024! </li>
<li><i class="fa fa-flag" color="#FF0000"
aria-hidden="true"></i>[2024/06] One paper was accepted by ICML2024! </li>
<li><i class="fa fa-flag" color="#FF0000"
aria-hidden="true"></i>[2024/05] One HOI and multimodal paper was accepted by NIPs2024! <a href="https://arxiv.org/pdf/2311.03799.pdf">[Paper]</a> </li>
<li><i class="fa fa-flag" color="#FF0000"
aria-hidden="true"></i>[2024/01] Three papers were accepted by ICASSP2024! </li>
<li><i class="fa fa-flag" color="#FF0000"
aria-hidden="true"></i>[2023/10] One GPT and diffusion paper was accepted by ICDM2023! <a href="https://arxiv.org/pdf/2310.04750.pdf">[Paper]</a> </li>
<li><i class="fa fa-flag" color="#FF0000"
aria-hidden="true"></i>[2022/11] BCNetV2 was accepted by TPAMI! <a href="https://ieeexplore.ieee.org/document/9970301">[Paper]</a>, <a href="https://github.com/xiusu/BCNetV2">[Code]</a> </li>
<li><i class="fa fa-flag" color="#FF0000"
aria-hidden="true"></i>[2022/11] One paper worked on Adversarial Robustness was accepted by AAAI 2023!! </li>
<li><i class="fa fa-flag" color="#FF0000"
aria-hidden="true"></i>[2022/09] We have published one paper worked on HOI and few-shot learning to NIPs2022! <a href="https://openreview.net/pdf?id=IlYS1pLa9y">[Paper]</a> </li>
<li><i class="fa fa-flag" color="#FF0000"
aria-hidden="true"></i>[2022/08] One paper worked on corrupted images for boosting image inpainting is published to SIGKDD 2022! <a href="https://dl.acm.org/doi/abs/10.1145/3534678.3539322">[Paper]</a>, <a href="https://github.com/zhicheng2T0/Sufficient-Vision-Transformer">[Code]</a> </li>
<li><i class="fa fa-flag" color="#FF0000"
aria-hidden="true"></i>[2022/06] Vision Transformer Architecture Search was accepted by ECCV2022! <a href="https://www.ecva.net/papers/eccv_2022/papers_ECCV/papers/136810138.pdf">[Paper]</a>, <a href="https://github.com/xiusu/ViTAS">[Code]</a> </li>
<li><i class="fa fa-flag" color="#FF0000"
aria-hidden="true"></i>[2022/06] ScaleNet was accepted by ECCV2022! <a href="https://www.ecva.net/papers/eccv_2022/papers_ECCV/papers/136810103.pdf">[Paper]</a>, <a href="https://github.com/luminolx/ScaleNet">[Code]</a> </li>
<li><i class="fa fa-flag" color="#FF0000"
aria-hidden="true"></i>[2021/07] We have relased a Channel Benchmark on the MobileNetV2 and ResNet space! <a href="https://github.com/xiusu/Channel-Bench-Macro">[Github]</a> </li>
<li><i class="fa fa-flag" color="#FF0000"
aria-hidden="true"></i>[2021/07] We have relased the code for Vision Transformer Architecture Search! <a href="https://github.com/xiusu/ViTAS">[Github]</a> </li>
<li><i class="fa fa-flag" color="#FF0000"
aria-hidden="true"></i>[2021/03] One paper about NAS were accepted to ICML 2021! </li>
<li><i class="fa fa-flag" color="#FF0000"
aria-hidden="true"></i>[2021/03] We have released a NAS Benchmark on the one-shot MobileNetV2 space. <a href="https://github.com/xiusu/NAS-Bench-Macro">[Github]</a> </li>
<li><i class="fa fa-flag" color="#FF0000"
aria-hidden="true"></i>[2021/03] Two papers about NAS were accepted to CVPR 2021!</li>
<li><i class="fa fa-flag" color="#FF0000"
aria-hidden="true"></i>[2021/01] One paper about channel number search was accepted to ICLR 2021 as Spotlight!</li>
</ul>
</div>
<hr>
<h3>
<a name='publications'></a> Publications
</h3>
<h4>
<a name='2026'></a> 2026
</h4>
<div class="media">
<div class="media-body">
<p class="media-heading">
<strong>StateTrace: An Object-Centric Framework for Hidden-State Spatiotemporal Reasoning in Long Videos</strong><br />
Yu Han, Wenhao Li, Yichao Cao, Hongyan Xu, Shuo Yang, Shan You, <strong>Xiu Su*</strong><br />
ACM International Conference on Multimedia, 2026 <br />
<a href="">[PDF]</a>
</p>
</div>
</div>
<div class="media">
<div class="media-body">
<p class="media-heading">
<strong>World2Act: Mining Spatiotemporal World-Model Priors for Efficient Visuomotor Control</strong><br />
Yunpeng Wang, Yichao Cao, Hongyan Xu, Xi Lin, Ying An, Shan You, <strong>Xiu Su*</strong><br />
ACM International Conference on Multimedia, 2026 <br />
<a href="">[PDF]</a>
</p>
</div>
</div>
<div class="media">
<div class="media-body">
<p class="media-heading">
<strong>GeoClean: Training-Free Concept Erasure in Rectified Flow via Posterior-Competition Stabilization</strong><br />
Siyu Shang, Qiang Chen, Zhongze Wu, Hongyan Xu, Yichao Cao, Yi Chen, Jun Long, <strong>Xiu Su*</strong><br />
ACM International Conference on Multimedia, 2026 <br />
<a href="">[PDF]</a>
</p>
</div>
</div>
<div class="media">
<div class="media-body">
<p class="media-heading">
<strong>Towards Domain Generalized Neural Architecture Search via Language-Guided Visual Augmentation</strong><br />
Qinghua Mao, Xi Lin, Zhongze Wu, Jun Wu, Xiangrui Cai, <strong>Xiu Su*</strong><br />
ACM International Conference on Multimedia, 2026 <br />
<a href="">[PDF]</a>
</p>
</div>
</div>
<div class="media">
<div class="media-body">
<p class="media-heading">
<strong>Geometric Probing for Isotropic Optimization Manifold in Sparse-View 3D Gaussian Splatting</strong><br />
Yunlong Zhao, Xiaoheng Deng, Hongyan Xu, Yichao Cao, Keke Huang, Shuo Yang, Xiangjian He, Lei Fan, Zhuohua Qiu, <strong>Xiu Su*</strong><br />
European Conference on Computer Vision, 2026 <br />
<a href="">[PDF]</a>
</p>
</div>
</div>
<div class="media">
<div class="media-body">
<p class="media-heading">
<strong>ArcAD: Anomaly-Rectified Calibration for Cold-Start Supervised Anomaly Detection</strong><br />
Ningning Han, Lei Fan, Jia Guo, Yunkang Cao, <strong>Xiu Su</strong>, Feng Cao, Donglin Di, Tonghua Su<br />
European Conference on Computer Vision, 2026 <br />
<a href="">[PDF]</a>
</p>
</div>
</div>
<div class="media">
<div class="media-body">
<p class="media-heading">
<strong>Calibrated Multimodal Representation Learning with Missing Modalities</strong><br />
Xiaohao Liu, Xiaobo Xia, Jiaheng Wei, Shuo Yang, <strong>Xiu Su</strong>, See-Kiong Ng, Tat-Seng Chua<br />
International Conference on Machine Learning, 2026 <br />
<a href="">[PDF]</a>
</p>
</div>
</div>
<div class="media">
<div class="media-body">
<p class="media-heading">
<strong>Sentinel-VLA: A Metacognitive VLA Model with Active Status Monitoring for Dynamic Reasoning and Error Recovery</strong><br />
Wenhao Li, <strong>Xiu Su*</strong>, Dan Niu, Yichao Cao, Hongyan Xu, Zhe Qu, Lei Fan, Shan You, Chang Xu<br />
International Conference on Machine Learning, 2026 <br />
<a href="">[PDF]</a>
</p>
</div>
</div>
<div class="media">
<div class="media-body">
<p class="media-heading">
<strong>VLA-ATTC: Adaptive Test-Time Compute for VLA Models with Relative Action Critic Model</strong><br />
Wenhao Li, <strong>Xiu Su*</strong>, Yichao Cao, Hongyan Xu, Xiaobo Xia, Shan You, Yi Chen, Chang Xu<br />
International Conference on Machine Learning, 2026 <br />
<a href="">[PDF]</a>
</p>
</div>
</div>
<div class="media">
<div class="media-body">
<p class="media-heading">
<strong>STAG:Biologically quidedspatial transcriptomicsprediction viahypergraph learning</strong><br />
..., <strong>Xiu Su</strong> <br />
MEDICALIMAGE ANALYSIS, 2026 <br />
<a href="">[PDF]</a>
</p>
</div>
</div>
<div class="media">
<div class="media-body">
<p class="media-heading">
<strong>GeoSemFlow: Aligning Geometry and Semantics for Robust Robot Manipulation</strong><br />
zhaoqi duan, Yichao Cao, Hongyan Xu, Ruilin Peng, Yi Chen, Jun Long, <strong>Xiu Su*</strong> <br />
Pattern Recognition and Computer Vision, 2026 <br />
<a href="">[PDF]</a>
</p>
</div>
</div>
<div class="media">
<div class="media-body">
<p class="media-heading">
<strong>Action-aware Goal-aligned Prior for Stabilizing Flow-based Vision-Language-Action Models</strong><br />
Xiaoyun Ding, Hongyan Xu, Ruilin Peng, Yi Chen, Jun Long, Yichao Cao, <strong>Xiu Su*</strong> <br />
Pattern Recognition and Computer Vision, 2026 <br />
<a href="">[PDF]</a>
</p>
</div>
</div>
<div class="media">
<div class="media-body">
<p class="media-heading">
<strong>A lightweight physics-aware framework for multi-scale marine heatwaves forecasting</strong><br />
<strong>Xiu Su</strong>, Yuemin Wu, Zhongze Wu, Yitian Long, Yichao Cao, Yue Liao, Xi Lin, Jun Long, Shuo Jiang, Shan You & Chang Xu<br />
<strong>Xiu Su</strong>, Qinghua Mao, Zhongze Wu, Xi Lin, Shan You, Yue Liao, Chang Xu<br />
Climate and Atmospheric Science(Nature Partner Journers), 2026 <br />
<a href="">[PDF]</a>
</p>
</div>
</div>
<div class="media">
<div class="media-body">
<p class="media-heading">
<strong>VLA-ATTC: Adaptive Test-Time Compute for VLA Models with Relative Action Critic Model</strong><br />
Wenhao Li, <strong>Xiu Su*</strong>, Yichao Cao, Hongyan Xu, Xiaobo Xia, Shan You, Yi Chen, Chang Xu <br />
International Conference on Machine Learning (<strong>ICML</strong>), 2026 <br />
<a href="">[PDF]</a>
</p>
</div>
</div>
<div class="media">
<div class="media-body">
<p class="media-heading">
<strong>Sentinel-VLA: A Metacognitive VLA Model with Active Status Monitoring for Dynamic Reasoning and Error Recovery</strong><br />
Wenhao Li, <strong>Xiu Su*</strong>, Dan Niu, Yichao Cao, Hongyan Xu, Zhe Qu, Lei Fan, Shan You, Chang Xu <br />
International Conference on Machine Learning (<strong>ICML</strong>), 2026 <br />
<a href="">[PDF]</a>
</p>
</div>
</div>
<div class="media">
<div class="media-body">
<p class="media-heading">
<strong>Calibrated Multimodal Representation Learning with Missing Modalities</strong><br />
Xiaohao Liu, Xiaobo Xia, Jiaheng Wei, Shuo Yang, <strong>Xiu Su</strong>, See-Kiong Ng, Tat-Seng Chua <br />
International Conference on Machine Learning (<strong>ICML</strong>), 2026 <br />
<a href="">[PDF]</a>
</p>
</div>
</div>
<div class="media">
<div class="media-body">
<p class="media-heading">
<strong>Unlearning without Forgetting: Securely Removing Targeted Concepts from Large-Scale Vision-Language Open-Vocabulary Detectors</strong><br />
Zhongze Wu, <strong>Xiu Su*</strong>, Feng Yang, Dan Niu, Shan You, Yueyi Luo, Jun Long <br />
Conference on Computer Vision and Pattern Recognition (<strong>CVPR</strong>), 2026 <br />
<a href="">[PDF]</a>
</p>
</div>
</div>
<div class="media">
<div class="media-body">
<p class="media-heading">
<strong>FedMOP: Achieving Enhanced Privacy and Performance in Federated Learning via Momentum Orthogonal Projection</strong><br />
Yunlong Zhao, Xiaoheng Deng, Hongyan Xu, Zhuohua Qiu, Xiaowen Hu, Shan You, Yi Chen, Chang Xu, <strong>Xiu Su*</strong> <br />
Conference on Computer Vision and Pattern Recognition (<strong>CVPR</strong>), 2026 <br />
<a href="">[PDF]</a>
</p>
</div>
</div>
<div class="media">
<div class="media-body">
<p class="media-heading">
<strong>Localizing, Structuring, and Rendering: Bridging 3D and 2D Vision-Language-Action Models for Robotic Manipulation</strong><br />
Yunlong Zhao, Xiaoheng Deng, Yichao Cao, Yi Chen, Xiangjian He, Shan You, Shuo Yang, Lei Fan, Fei Wang, <strong>Xiu Su*</strong> <br />
Conference on Computer Vision and Pattern Recognition (<strong>CVPR</strong>), 2026 <br />
<a href="">[PDF]</a>
</p>
</div>
</div>
<div class="media">
<div class="media-body">
<p class="media-heading">
<strong>Learning Distribution-wise Foundation Prior Consistency and Instance-wise Style Calibration for Medical Image Generalization</strong><br />
Chuang LIU, Yichao Cao, <strong>Xiu Su*</strong>, Haogang Zhu <br />
Conference on Computer Vision and Pattern Recognition (<strong>CVPR</strong>), 2026 <br />
<a href="">[PDF]</a>
</p>
</div>
</div>
<div class="media">
<div class="media-body">
<p class="media-heading">
<strong>APEX: A Decoupled Memory-based Explorer for Asynchronous Aerial Object Goal Navigation</strong><br />
Daoxuan Zhang, Ping Chen, Xiaobo Xia, <strong>Xiu Su</strong>, Ruichen Zhen, Jianqiang Xiao, Shuo Yang <br />
Conference on Computer Vision and Pattern Recognition (<strong>CVPR</strong>), 2026 <br />
<a href="">[PDF]</a>
</p>
</div>
</div>
<div class="media">
<div class="media-body">
<p class="media-heading">
<strong>Injection without Distortion: Geometrically Constrained Knowledge Enhancement for Vision-Language Models</strong><br />
Zhongze Wu, <strong>Xiu Su*</strong>, Feng Yang, Shan You, Yueyi Luo, Jun Long<br />
AAAI Conference on Artificial Intelligence (<strong>AAAI</strong>), 2026, <strong>Oral</strong> <br />
<a href="">[PDF]</a>
</p>
</div>
</div>
<div class="media">
<div class="media-body">
<p class="media-heading">
<strong>ROVER: Robust Generative Continual Identity Unlearning against Relearning Attacks</strong><br />
Tairan Huang, Qiang Chen, Beibei HU, Yunlong Zhao, Hongyan Xu, Zhiyuan Chen, Yi Chen, <strong>Xiu Su*</strong><br />
AAAI Conference on Artificial Intelligence (<strong>AAAI</strong>), 2026, <strong>Oral</strong> <br />
<a href="">[PDF]</a>
</p>
</div>
</div>
<div class="media">
<div class="media-body">
<p class="media-heading">
<strong>Multi-Modal Style Transfer-based Prompt Tuning for Efficient Federated Domain Generalization</strong><br />
Yuliang Chen, Xi Lin, Jun Wu, Xiangrui Cai, Qiaolun Zhang, Xichun Fan, Jiapeng Xu, <strong>Xiu Su*</strong><br />
AAAI Conference on Artificial Intelligence (<strong>AAAI</strong>), 2026 <br />
<a href="">[PDF]</a>
</p>
</div>
</div>
<h4>
<a name='2025'></a> 2025
</h4>
<div class="media">
<div class="media-body">
<p class="media-heading">
<strong>Large Language Models Driven Neural Architecture Search for Universal and Lightweight Disease Diagnosis on Histopathology Slide Images</strong><br />
<strong>Xiu Su</strong>, Qinghua Mao, Zhongze Wu, Xi Lin, Shan You, Yue Liao, Chang Xu<br />
Digital Medicine(Nature Partner Journers), 2025 <br />
<a href="">[PDF]</a>
</p>
</div>
</div>
<div class="media">
<div class="media-body">
<p class="media-heading">
<strong>UtilGen: Utility-Centric Generative Data Augmentation with Dual-Level Task Adaptation</strong><br />
Jiyu Guo, Shuo Yang, Yiming Huang, Yancheng Long, Xiaobo Xia, <strong>Xiu Su</strong>, Bo Zhao, Zeke Xie, Liqiang Nie<br />
Advances in Neural Information Processing Systems (<strong>NeurIPS</strong>), 2025 <br />
<a href="">[PDF]</a>
</p>
</div>
</div>
<div class="media">
<div class="media-body">
<p class="media-heading">
<strong>L-MTP: Leap Multi-Token Prediction Beyond Adjacent Context for Large Language Models</strong><br />
Xiaohao Liu, Xiaobo Xia, Weixiang Zhao, Manyi Zhang, Xianzhi Yu, <strong>Xiu Su</strong>, Shuo Yang, See-Kiong Ng, Tat-Seng Chua<br />
Advances in Neural Information Processing Systems (<strong>NeurIPS</strong>), 2025 <br />
<a href="">[PDF]</a>
</p>
</div>
</div>
<div class="media">
<div class="media-body">
<p class="media-heading">
<strong>On the Stability and Generalization of Meta-Learning: the Impact of Inner-Levels</strong><br />
Wenjun Ding, Jingling Liu, Lixing Chen, <strong>Xiu Su</strong>, Tao Sun, Fan Wu, Zhe Qu<br />
Advances in Neural Information Processing Systems (<strong>NeurIPS</strong>), 2025 <br />
<a href="">[PDF]</a>
</p>
</div>
</div>
<div class="media">
<div class="media-body">
<p class="media-heading">
<strong>CaDGS: Modeling Inter-Gaussian Mutual Information for Dynamic Novel View Synthesis</strong><br />
Yunlong Zhao, Xiaoheng Deng, Zhuohua Qiu, Feng Yang, Chang Xu, Shan You, Xiangjian He, <strong>Xiu Su*</strong><br />
ACM International Conference on Multimedia (<strong>ACMMM</strong>), 2025 <br />
<a href="">[PDF]</a>
</p>
</div>
</div>
<div class="media">
<div class="media-body">
<p class="media-heading">
<strong>Graph Unlearning Meets Influence-aware Negative Preference Optimization</strong><br />
Qiang Chen, Zhongze Wu, Ang He, Xi Lin, Shuo Jiang, Shan You, Chang Xu, Yi Chen, <strong>Xiu Su*</strong><br />
ACM International Conference on Multimedia (<strong>ACMMM</strong>), 2025 <br />
<a href="">[PDF]</a>
</p>
</div>
</div>
<div class="media">
<div class="media-body">
<p class="media-heading">
<strong>Addressing Granularity-induced Semantic Drift in OvOD via Graph-guided semantically consistent representation</strong><br />
Hongyan Xu, Zhongze Wu, Ang He, Xi Lin, Yi Chen, <strong>Xiu Su*</strong><br />
ACM International Conference on Multimedia (<strong>ACMMM</strong>), 2025 <br />
<a href="">[PDF]</a>
</p>
</div>
</div>
<div class="media">
<div class="media-body">
<p class="media-heading">
<strong>DualFPT: Handling Data Heterogeneity in Federated Prompt Tuning from both Generalized and Personalized Perspective</strong><br />
Yuliang Chen, Xi Lin, Chao Sang, <strong>Xiu Su*</strong><br />
ACM International Conference on Multimedia (<strong>ACMMM</strong>), 2025 <br />
<a href="">[PDF]</a>
</p>
</div>
</div>
<div class="media">
<div class="media-body">
<p class="media-heading">
<strong>Identify, Isolate, and Purge: Mitigating Hallucinations in LVLMs via Self-Evolving Distillation</strong><br />
Wenhao Li, <strong>Xiu Su*</strong>, Jingyi Wu, Feng Yang, Yang Liu, Yi Chen, Shan You, Chang Xu<br />
ACM International Conference on Multimedia (<strong>ACMMM</strong>), 2025 <br />
<a href="">[PDF]</a>
</p>
</div>
</div>
<div class="media">
<div class="media-body">
<p class="media-heading">
<strong>CounterPC: Counterfactual Feature Realignment for Unsupervised Domain Adaptation on Point Clouds</strong><br />
Feng Yang, Yichao Cao, <strong>Xiu Su</strong>, Dan Niu, Xuanpeng Li<br />
International Conference on Computer Vision (<strong>ICCV</strong>), 2025 <br />
<a href="">[PDF]</a>
</p>
</div>
</div>
<div class="media">
<div class="media-body">
<p class="media-heading">
<strong>TinyMIG: Transferring Generalization from Vision Foundation Models to Single-Domain Medical Imaging</strong><br />
Chuang LIU, Hongyan Xu, Yichao Cao, <strong>Xiu Su*</strong>, Zhe Qu, Tianfa Li, Shan An, Haogang Zhu<br />
International Conference on Machine Learning (<strong>ICML</strong>), 2025 <br />
<a href="">[PDF]</a>
</p>
</div>
</div>
<div class="media">
<div class="media-body">
<p class="media-heading">
<strong>Stable Fair Graph Representation Learning with Lipschitz Constraint</strong><br />
Qiang Chen, Zhongze Wu, <strong>Xiu Su*</strong>, Xi Lin, Zhe Qu, Shan You, Shuo Yang<br />
International Conference on Machine Learning (<strong>ICML</strong>), 2025 <br />
<a href="">[PDF]</a>
</p>
</div>
</div>
<div class="media">
<div class="media-body">
<p class="media-heading">
<strong>VideoEspresso: A Large-Scale Chain-of-Thought Dataset for Fine-Grained Video Reasoning via Core Frame Selection</strong><br />
Songhao Han, Wei Huang, Hairong Shi, Le Zhuo, <strong>Xiu Su</strong>, Shifeng Zhang, Xu Zhou, Xiaojuan Qi, Yue Liao, Si Liu<br />
The IEEE Conference on Computer Vision and Pattern Recognition (<strong>CVPR</strong>), 2025 <br />
<a href="">[PDF]</a>
</p>
</div>
</div>
<div class="media">
<div class="media-body">
<p class="media-heading">
<strong>Harmonizing for defect visibility with Fine-Grained Hierarchical Interaction Learning</strong><br />
Zhongze Wu, Yitian Long, <strong>Xiu Su*</strong>, Yueyi Luo, Shan You, Jun Long<br />
International Conference on Acoustics, Speech and Signal Processing (<strong>ICASSP</strong>), 2025 <br />
<a href="">[PDF]</a>
</p>
</div>
</div>
<div class="media">
<div class="media-body">
<p class="media-heading">
<strong>HieClip: Hierarchical CLIP with Explicit Alignment for Zero-Shot Anomaly Detection</strong><br />
Liujie Hua, <strong>Xiu Su*</strong>, Yueyi Luo, Shan You, Jun Long<br />
International Conference on Acoustics, Speech and Signal Processing (<strong>ICASSP</strong>), 2025 <br />
<a href="">[PDF]</a>
</p>
</div>
</div>
<div class="media">
<div class="media-body">
<p class="media-heading">
<strong>Perturbating, Tuning, and Collaborating: Harnessing Vision Foundation Models for Single Domain Generalization on Medical Imaging</strong><br />
Chuang LIU, Yichao Cao, Yingying Zhang, <strong>Xiu Su*</strong>, Haogang Zhu<br />
AAAI Conference on Artificial Intelligence (<strong>AAAI</strong>), 2025 <br />
<a href="">[PDF]</a>
</p>
</div>
</div>
<div class="media">
<div class="media-body">
<p class="media-heading">
<strong>Seeing Beyond Noise: Joint Graph Structure Evaluation and Denoising for Multimodal Recommendation</strong><br />
Yuxin Qi, Quan Zhang, Xi Lin, <strong>Xiu Su</strong>, Jiani Zhu, Jingyu Wang, Jianhua Li<br />
AAAI Conference on Artificial Intelligence (<strong>AAAI</strong>), 2025 <br />
<a href="">[PDF]</a>
</p>
</div>
</div>
<h4>
<a name='2024'></a> 2024
</h4>
<div class="media">
<div class="media-body">
<p class="media-heading">
<strong>Universal Frequency Domain Perturbation for Single-Source Domain Generalization</strong><br />
Chuang Liu, Yichao Cao, Haogang Zhu, <strong>Xiu Su*</strong><br />
ACM Multimedia (<strong>ACM MM</strong>), 2024 <br />
<a href="">[PDF]</a>
</p>
</div>
</div>
<div class="media">
<div class="media-body">
<p class="media-heading">
<strong>Detecting Any Instruction-to-Answer Interaction Relationship:Universal Instruction-to-Answer Navigator for Med-VQA</strong><br />
Zhongze Wu, Hongyan Xu, Yitian Long, Shan You, <strong>Xiu Su*</strong>, Jun Long, Yueyi Luo, Chang Xu<br />
International Conference on Machine Learning (<strong>ICML</strong>), 2024 <br />
</p>
</div>
</div>
<div class="media">
<div class="media-body">
<p class="media-heading">
<strong>Detecting Any Human-Object Interaction Relationship: Universal HOI Detector with Spatial Prompt Learning on Foundation Models</strong><br />
Yichao Cao, Qingfei Tang, <strong>Xiu Su*</strong>, Song Chen, Shan You, Chang Xu, Xiaobo Lu<br />
Advances in Neural Information Processing Systems (<strong>NeurIPS</strong>), 2024 <br />
<a href="https://arxiv.org/pdf/2311.03799.pdf">[PDF]</a>
</p>
</div>
</div>
<div class="media">
<div class="media-body">
<p class="media-heading">
<strong>BEYOND THE LIMIT OF WEIGHT-SHARING: PIONEERING SPACE-EVOLVING NAS WITH LARGE LANGUAGE MODELS</strong><br />
<strong>Xiu Su</strong>, Shan You, Hongyan Xu, Xiuxing Li, Jun Long, Yi Chen, Chang Xu<br />
International Conference on Acoustics, Speech, and Signal Processing (<strong>ICASSP</strong>), 2024 <br />
<a href="">[PDF]</a>
</p>
</div>
</div>
<div class="media">
<div class="media-body">
<p class="media-heading">
<strong>TCNAS: TRANSFORMER ARCHITECTURE EVOLVING IN CODE CLONE DETECTION</strong><br />
Hongyan Xu, Xiaohuan Pei, <strong>Xiu Su*</strong>, Shan You, Chang Xu<br />
International Conference on Acoustics, Speech, and Signal Processing (<strong>ICASSP</strong>), 2024 <br />
<a href="">[PDF]</a>
</p>
</div>
</div>
<div class="media">
<div class="media-body">
<p class="media-heading">
<strong>PROMPTING LABEL EFFICIENCY IN FEDERATED GRAPH LEARNING VIA PERSONALIZED SEMI-SUPERVISION</strong><br />
Qinghua Mao, Xi Lin, <strong>Xiu Su</strong>, Gaolei Li, Lixing Chen, Jianhua Li<br />
International Conference on Acoustics, Speech, and Signal Processing (<strong>ICASSP</strong>), 2024 <br />
<a href="">[PDF]</a>
</p>
</div>
</div>
<h4>
<a name='2023'></a> 2023
</h4>
<div class="media">
<div class="media-body">
<p class="media-heading">
<strong>BCNetV2: Searching for Network Width With Bilaterally Coupled Network</strong><br />
<strong>Xiu Su</strong>, Shan You, Jiyang Xie, Fei Wang, Chen Qian, Changshui Zhang, Chang Xu<br />
IEEE Transactions on Pattern Analysis and Machine Intelligence (<strong>TPAMI</strong>) <br />
<a href="https://ieeexplore.ieee.org/document/9970301">[PDF]</a> <a href="https://github.com/xiusu/BCNetV2">[Code]</a>
</p>
</div>
</div>
<div class="media">
<div class="media-body">
<p class="media-heading">
<strong>DiffNAS: Bootstrapping Diffusion Models by Prompting for Better Architectures</strong><br />
Wenhao Li, <strong>Xiu Su*</strong>, Shan You, Fei Wang, Chen Qian, Chang Xu<br />
IEEE International Conference on Data Mining (<strong>ICDM</strong>), 2023 <br />
<a href="https://arxiv.org/pdf/2310.04750.pdf">[PDF]</a>
</p>
</div>
</div>
<div class="media">
<div class="media-body">
<p class="media-heading">
<strong>Re-mine, Learn and Reason: Exploring the Cross-modal Semantic Correlations for Language-guided HOI detection</strong><br />
Yichao Cao, <strong>Xiu Su#</strong>, Qingfei Tang, Feng Yang, Shan You, Xiaobo Lu, Chang Xu<br />
International Conference on Computer Vision (<strong>ICCV</strong>), 2023 <br />
<a href="https://arxiv.org/pdf/2307.13529.pdf">[PDF]</a>
</p>
</div>
</div>
<div class="media">
<div class="media-body">
<p class="media-heading">
<strong>Neural Architecture Search for Wide Spectrum Adversarial Robustness</strong><br />
Zhi Cheng, Yanxi Li, Minjing Dong, <strong>Xiu Su</strong>, Shan You, Chang Xu<br />
AAAI Conference on Artificial Intelligence (<strong>AAAI</strong>), 2023 <br />
<a href="https://ojs.aaai.org/index.php/AAAI/article/view/25118">[PDF]</a>
</p>
</div>
</div>
<h4>
<a name='2022'></a> 2022
</h4>
<div class="media">
<div class="media-body">
<p class="media-heading">
<strong>Searching for Better Spatio-temporal Alignment in Few-Shot Action Recognition</strong><br />
Yichao Cao, <strong>Xiu Su*</strong>, Qingfei Tang, Shan You, Xiaobo Lu, Chang Xu<br />
Conference and Workshop on Neural Information Processing Systems (<strong>NeurIPS</strong>), 2022 <br />
<a href="https://openreview.net/pdf?id=IlYS1pLa9y">[PDF]</a>
</p>
</div>
</div>
<div class="media">
<div class="media-body">
<p class="media-heading">
<strong>Sufficient Vision Transformer</strong><br />
Zhi Cheng, <strong>Xiu Su*</strong>, Xueyu Wang, Shan You, Chang Xu<br />
ACM SIGKDD Conference on Knowledge Discovery and Data Mining (<strong>SIGKDD</strong>), 2022 <br />
<a href="https://dl.acm.org/doi/abs/10.1145/3534678.3539322">[PDF]</a> <a href="https://github.com/zhicheng2T0/Sufficient-Vision-Transformer">[Code]</a>
</p>
</div>
</div>
<div class="media">
<div class="media-body">
<p class="media-heading">
<strong>Vision Transformer Architecture Search</strong><br />
<strong>Xiu Su</strong>, Shan You, Jiyang Xie, Kaiming Zheng, Fei Wang, Chen Qian, Changshui Zhang, Xiaogang Wang, Chang Xu<br />
European Conference on Computer Vision (<strong>ECCV</strong>), 2022 <br />
<a href="https://arxiv.org/pdf/2106.13700.pdf">[PDF]</a> <a href="https://github.com/xiusu/ViTAS">[Code]</a>
</p>
</div>
</div>
<div class="media">
<div class="media-body">
<p class="media-heading">
<strong>ScaleNet: Searching for the Model to Scale</strong><br />
Jiyang Xie, <strong>Xiu Su</strong>, Shan You, Zhanyu Ma, Fei Wang, Chen Qian<br />
European Conference on Computer Vision (<strong>ECCV</strong>), 2022 <br />
<a href="https://www.ecva.net/papers/eccv_2022/papers_ECCV/papers/136810103.pdf">[PDF]</a> <a href="https://github.com/luminolx/ScaleNet">[Code]</a>
</p>
</div>
</div>
<h4>
<a name='2021'></a> 2021
</h4>
<div class="media">
<div class="media-body">
<p class="media-heading">
<strong>K-shot NAS: LearnableWeight-Sharing for NAS with K-shot Supernets</strong><br />
<strong>Xiu Su</strong>, Shan You, Kaiming Zheng, Fei Wang, Chen Qian, Changshui Zhang, Chang Xu<br />
International Conference on Machine Learning (<strong>ICML</strong>), 2021<br />
<a href="https://arxiv.org/abs/2106.06442">[PDF]</a>
</p>
</div>
</div>
<div class="media">
<div class="media-body">
<p class="media-heading">
<strong>BCNet: Searching for Network Width with Bilaterally Coupled Network</strong><br />
<strong>Xiu Su</strong>, Shan You, Fei Wang, Chen Qian, Changshui Zhang, Chang Xu<br />
The IEEE Conference on Computer Vision and Pattern Recognition (<strong>CVPR</strong>), 2021<br />
<a href="https://arxiv.org/abs/2105.10533">[PDF]</a>
</p>
</div>
</div>
<div class="media">
<div class="media-body">
<p class="media-heading">
<strong>Prioritized Architecture Sampling with Monto-Carlo Tree Search</strong><br />
<strong>Xiu Su</strong>, Tao Huang, Yanxi Li, <strong>Shan You</strong>, Fei Wang, Chen Qian, Changshui Zhang, Chang Xu<br />
The IEEE Conference on Computer Vision and Pattern Recognition (<strong>CVPR</strong>), 2021<br />
<a href="https://arxiv.org/abs/2103.11922">[PDF]</a> <a href="https://github.com/xiusu/NAS-Bench-Macro">[Code for Benchmark]</a>
</p>
</div>
</div>
<div class="media">
<div class="media-body">
<p class="media-heading">
<strong>Locally Free Weight Sharing for Network Width Search</strong><br />
<strong>Xiu Su</strong>, Shan You, Tao Huang, Fei Wang, Chen Qian, Changshui Zhang, Chang Xu<br />
International Conference on Learning Representations (<strong>ICLR, Spotlight</strong>), 2021<br />
<a href="https://arxiv.org/abs/2102.05258">[PDF]</a>
</p>
</div>
</div>
<div class="media">
<div class="media-body">
<p class="media-heading">
<strong>Data Agnostic Filter Gating for Efficient Deep Networks</strong><br />
Hongyan Xu, <strong>Xiu Su</strong>, Shan You, Tao Huang, Hongyan Xu, Fei Wang, Chen Qian, Changshui Zhang, Chang Xu, Dadong Wang, Arcot Sowmya<br />
IEEE International Conference on Acoustics, Speech and Signal Processing (<strong>ICASSP</strong>),2022<br />
<a href="https://arxiv.org/abs/2010.15041">[Arxiv]</a>
</p>
</div>
</div>
<h4>
<a name='before 2021'></a> before 2021
</h4>
<div class="media">
<div class="media-body">
<p class="media-heading">
<strong>Automatic bridge crack detection using a convolutional neural network</strong><br />
Hongyan Xu, <strong>Xiu Su</strong>, Yi Wang, Huaiyu Cai, Kerang Cui, Xiaodong Chen<br />
Applied Sciences, 2019 <br />
<a href="https://www.mdpi.com/2076-3417/9/14/2867">[PDF]</a>
</p>
</div>
</div>
<div class="media">
<div class="media-body">
<p class="media-heading">
<strong>An efficient hole-filling method based on depth map in 3D view generation</strong><br />
Haitao Liang, <strong>Xiu Su</strong>, Yilin Liu, Huaiyuan Xu, Yi Wang, Xiaodong Chen<br />
2017 International Conference on Optical Instruments and Technology: Optoelectronic Imaging/Spectroscopy and Signal Processing Technology<br />
<a href="http://dx.doi.org/10.1117/12.2293301">[PDF]</a>
</p>
</div>
</div>
<div class="media">
<div class="media-body">
<p class="media-heading">
<strong>An improved three-dimension reconstruction method based on guided filter and Delaunay</strong><br />
Yilin Liu, <strong>Xiu Su</strong>, Haitao Liang, Huaiyuan Xu, Yi Wang, Xiaodong Chen<br />
2017 International Conference on Optical Instruments and Technology: Optoelectronic Imaging/Spectroscopy and Signal Processing Technology<br />
<a href="http://dx.doi.org/10.1117/12.2295058">[PDF]</a>
</p>
</div>
</div>
<hr>
<h3>
<a name='service'></a> Academic Services
</h3>
<div class="media">
<div class="media-body">
<p class="media-heading">
<strong>Reviewer for Conferences and Journals:</strong><br />
The Thirty-Sixth Annual Conference on Neural Information Processing Systems (<strong>NeurIPS</strong>, 2022)<br />
International Conference on Machine Learning (<strong>ICML</strong>, 2022)<br />
European Conference on Computer Vision (<strong>ECCV</strong>, 2022)<br />
ACM SIGKDD Conference on Knowledge Discovery and Data Mining (<strong>SIGKDD</strong>, 2022)<br />
The 31st International Joint Conference on Artificial Intelligence (<strong>IJCAI-ECAI</strong>, 2022)<br />
Computer Vision and Pattern Recognition (<strong>CVPR</strong>, 2022)<br />
Winter Conference on Applications of Computer Vision (<strong>WACV</strong>, 2022)<br />
IEEE Transactions on Multimedia (<strong>IEEE Trans</strong>)<br />
Thirty-fifth Conference on Neural Information Processing Systems (<strong>NeurIPS</strong>, 2021)<br />
The 21th IEEE International Conference on Data Mining (<strong>ICDM</strong>, 2021)<br />
ACM SIGKDD Conference on Knowledge Discovery and Data Mining (<strong>KDD</strong>, 2021)<br />
ACM International Conference on Multimedia (<strong>ACMMM</strong>, 2021)<br />
Neurocomputing (<strong>Neurocomputing</strong>)<br />
</p>
</div>
</div>
<hr>
<h3>
<a name='publications'></a> Selected Awards
</h3>
<div class="media">
<div class="media-body">
<p class="media-heading">
[2017/09] First prize scholarship in Tianjin University<br />
[2015/10] Merit student scholarship in Tianjin University<br />
[2015/04] Meritorious Winner of Mathematical Contest in Modeling(Team leader)<br />
[2013/06] First prize in mathematics competition for university students in Tianjin<br />
[2013/10] "Public and Ability" scholarship in Nankai University<br />
</p>
</div>
</div>
<hr>
<h3>
<a name='activitives'></a> Selected Activities
</h3>
<div class="media">
<div class="media-body">
<p class="media-heading">
Chairman of mathematical modeling Association of Tianjin University(2014/2015)<br />
Join the Nankai University Volunteer Association to take care of the elderly(2013/2014/2015)<br />
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