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update group
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mingming-gong committed Jul 24, 2024
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2 changes: 1 addition & 1 deletion awards.html
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Expand Up @@ -15,7 +15,7 @@ <h1 style="padding-left: 0.5em">Mingming Gong</h1><hr>
<td id="layout-menu">
<div class="menu-item"><a href="index.html" class="current">Home</a></div>
<div class="menu-item"><a href="news.html">News</a></div>
<div class="menu-item"><a href="students.html">Students</a></div>
<div class="menu-item"><a href="group.html">Group</a></div>
<div class="menu-item"><a href="research.html">Research</a></div>
<div class="menu-item"><a href="publications.html">Publications</a></div>
<div class="menu-item"><a href="teaching.html">Teaching</a></div>
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24 changes: 16 additions & 8 deletions students.html → group.html
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Expand Up @@ -14,7 +14,7 @@ <h1 style="padding-left: 0.5em">Mingming Gong</h1><hr>
<td id="layout-menu">
<div class="menu-item"><a href="index.html" class="current">Home</a></div>
<div class="menu-item"><a href="news.html">News</a></div>
<div class="menu-item"><a href="students.html">Students</a></div>
<div class="menu-item"><a href="group.html">Group</a></div>
<div class="menu-item"><a href="research.html">Research</a></div>
<div class="menu-item"><a href="publications.html">Publications</a></div>
<div class="menu-item"><a href="teaching.html">Teaching</a></div>
Expand Down Expand Up @@ -49,18 +49,18 @@ <h2><hr>PhD (external co-supervisor/close collaboration)</h2>
<ul>
<li> <a href="https://derrickwang005.github.io/">Zhaoqing Wang</a> (The University of Sydney)</li>
<li> <a href="https://shaoan.net/">Shaoan Xie</a> (Carnegie Mellon University)</li>
<li> <a href="https://xuyanwu.github.io/index">Yanwu Xu</a> (Boston University)</li>
<li> <a href="cr-gjx.github.io">Jiaxian Guo</a> (The University of Sydney; 2023; -> Postdoc at University of Tokyo)</li>
<li> Chenwei Ding (The University of Sydney; 2022; -> HiThink -> NetEase)</li>
<li> <a href="https://xuyanwu.github.io/index">Yanwu Xu</a> (Boston University -> Snapchat)</li>
<li> <a href="cr-gjx.github.io">Jiaxian Guo</a> (The University of Sydney; 2023; -> Postdoc at University of Tokyo -> Google Research)</li>
<li> Chenwei Ding (The University of Sydney; 2022; -> NetEase)</li>
<li> <a href="https://sshan-zhao.github.io/">Shanshan Zhao</a> (The University of Sydney; 2021; -> Research Scientist at JD Explore Academy)</li>
<li> <a href="https://scholar.google.com/citations?user=RydEtZkAAAAJ&hl=en">Petar Stojanov</a> (Carnegie Mellon University; 2021; -> Research Fellow at Broad Institute of MIT and Harvard)</li>
<li> <a href="https://hufu6371.github.io/huanfu/">Huan Fu</a> (The University of Sydney; 2019; -> Senior Algorithm Expert at Alibaba)</li>
</ul>
<h2><hr>Master of Computer Science</h2>
<ul>
<li>Zexu Huang (Co-supervision with <a href="https://people.eng.unimelb.edu.au/smonazam/">Sarah Erfani</a>)</li>
<li>Lingxiao Li (Co-supervision with <a href="https://people.eng.unimelb.edu.au/baileyj/">James Bailey</a>)</li>
<li>Ziyang Huang (Co-supervision with <a href="https://fengliu90.github.io/">Feng Liu</a>)</li>
<li>Ziyang Huang (2023; Co-supervision with <a href="https://fengliu90.github.io/">Feng Liu</a>)</li>
<li>Zexu Huang (2023; Co-supervision with <a href="https://people.eng.unimelb.edu.au/smonazam/">Sarah Erfani</a>, -> PhD at University of Technology Sydney)</li>
<li>Tianyu Huang (2023; Co-supervision with <a href="https://fengliu90.github.io/">Feng Liu</a> -> PhD at University of Sydney)</li>
<li>Kuoyuan Li (2023; Co-supervision with <a href="http://www.kehinger.com/">Krista A. Ehinger</a> -> Seminal)</li>
<li>Yufan Xu (2023; Co-supervision with <a href="https://sites.google.com/view/liuhua-peng/home">Liuhua Peng</a> and <a href="https://people.eng.unimelb.edu.au/jianzhongq/">Jianzhong Qi</a>)</li>
Expand All @@ -77,7 +77,8 @@ <h2><hr>Master of Science</h2>
</ul>
<h2><hr>Master of Data Science</h2>
<ul>
<li>Ron Chen (Co-supervision with <a href="https://sites.google.com/view/liuhua-peng/home">Liuhua Peng</a>)</li>
<li> Steven Luo (Co-supervision with <a href="https://sites.google.com/view/liuhua-peng/home">Liuhua Peng</a>) </li>
<li>Ron Chen (2024; Co-supervision with <a href="https://sites.google.com/view/liuhua-peng/home">Liuhua Peng</a> -> Susquehanna International Group)</li>
<li>Qianjun Ding (2023; -> PhD at the University of Melbourne) </li>
<li>Mark Drvodelic (2022; Co-supervision with <a href="https://www.wehi.edu.au/people/andrew-webb">Andrew I. Webb</a>; -> Ernst & Young)</li>
<li>Chris Xiu (2022; Co-supervision with <a href="https://people.eng.unimelb.edu.au/mkirley/">Michael Kirley</a> and <a href="https://www.linkedin.com/in/anil-kapahi-b608aa52/?originalSubdomain=au">Anil Kapahi</a>; -> Commonwealth Bank of Australia)</li>
Expand All @@ -98,8 +99,15 @@ <h2><hr>Undergraduate</h2>
<li>Junzhi Ning (2022; -> Honours at the University of Sydney -> Mphil at Imperial College)</li>
<li>Michael Law (2020; -> Honours at Australian National University -> PhD at MIT)</li>
</ul>
<h2><hr>Visiting Students</h2>
<h2><hr>Research Assistant / Visiting Students</h2>
<ul>
<li>Min Zhang (Zhejiang University)</li>
<li>Haiteng Zhang (Chinese Academy of Science)</li>
<li>Chuan Zhou (Peking Univeristy) </li>
<li>Jingyu Guo (National University of Singapre)</li>
<li>Chunyuan Zheng (Peking University) </li>
<li>Zhikang Chen (Tsinghua University)</li>
<li>Ce Chen (Chinese University of Hongkong)</li>
<li>Zhekai Du (University of Electronic Science and Technology of China)</li>
<li>Zheran Li (Rice University)</li>
<li>Xiaoli Wei (Xi'an Jiaotong University)</li>
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10 changes: 5 additions & 5 deletions index.html
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Expand Up @@ -17,7 +17,7 @@ <h1 style="padding-left: 0.5em">Mingming Gong</h1><hr>
<td id="layout-menu">
<div class="menu-item"><a href="index.html" class="current">Home</a></div>
<div class="menu-item"><a href="news.html">News</a></div>
<div class="menu-item"><a href="students.html">Students</a></div>
<div class="menu-item"><a href="group.html">Group</a></div>
<div class="menu-item"><a href="research.html">Research</a></div>
<div class="menu-item"><a href="publications.html">Publications</a></div>
<div class="menu-item"><a href="teaching.html">Teaching</a></div>
Expand Down Expand Up @@ -81,13 +81,13 @@ <h1 style="margin-top: 0em">Home</h1><br>
<div>
<h2><hr><a name="research"></a>Research Interests</h2>
<p>
I am interested in providing theoretical foundations and computational innovations in learning the causal generative process of real-world complex data. When a generative model is causal, it goes beyond mere data generation and provides a way to intervene in the system by manipulating variables and observing the consequences. Meanwhile, I explore the causal generative process of data to tackle challenges in machine learning, such as transferability, robustness, and interpretability. I am also interested in machine learning problems arising from particular areas, such as computer vision and biomedical science.

I am dedicated to providing theoretical foundations and computational innovations in understanding the generative process of real-world complex data. My research focuses on two levels of generative models. The first level involves learning from observational data distributions to sample new data. The second level involves generative models that depict the underlying causal structure of the data distribution. Causal generative models go beyond mere data generation; they enable intervention in the system by manipulating variables and observing the consequences. I aim to explore the causal generative process of data to learn causal representations that are transferable, robust, and interpretable. Additionally, I am interested in designing learning models tailored for various types of real data, including but not limited to image and video data, 3D data, time series data, and biological data.
</p>
<ul>
<li><p>Causality: Causal Discovery & Inference, Causal Fairness, Causal Reinforcement Learning, Federated Causal Learning</p></li>
<li><p>Deep Learning: Deep Generative Model, Multi-Modal Learning, Transfer Learning, Weakly-Supervised Learning</p></li>
<li><p>Applications: Image/3d/video generation, object detection/segmentation, 3D reconstruction, protein analysis, financial time series forecasting, etc.</p></li>
<li><p>Causal Learning: Causal discovery & inference, Causal generative models, Causal fairness, Causal representation learning</p></li>
<li><p>Deep Learning: Deep generative model, Multi-Modal learning, Transfer Learning, Weakly-supervised learning</p></li>
<li><p>Real data: Image, Video, 3D, time series, protein, DNA, etc.</p></li>
</ul>
</div>
<h2><hr><a name="news"></a>Recent Updates</h2>
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2 changes: 1 addition & 1 deletion news.html
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Expand Up @@ -18,7 +18,7 @@ <h1 style="padding-left: 0.5em">Mingming Gong</h1><hr>
<td id="layout-menu">
<div class="menu-item"><a href="index.html" class="current">Home</a></div>
<div class="menu-item"><a href="news.html">News</a></div>
<div class="menu-item"><a href="students.html">Students</a></div>
<div class="menu-item"><a href="group.html">Group</a></div>
<div class="menu-item"><a href="research.html">Research</a></div>
<div class="menu-item"><a href="publications.html">Publications</a></div>
<div class="menu-item"><a href="teaching.html">Teaching</a></div>
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2 changes: 1 addition & 1 deletion publications.html
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Expand Up @@ -52,7 +52,7 @@ <h1 style="padding-left: 0.5em">Mingming Gong</h1><hr>
<td id="layout-menu">
<div class="menu-item"><a href="index.html" class="current">Home</a></div>
<div class="menu-item"><a href="news.html">News</a></div>
<div class="menu-item"><a href="students.html">Students</a></div>
<div class="menu-item"><a href="group.html">Group</a></div>
<div class="menu-item"><a href="research.html">Research</a></div>
<div class="menu-item"><a href="publications.html">Publications</a></div>
<div class="menu-item"><a href="teaching.html">Teaching</a></div>
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2 changes: 1 addition & 1 deletion research.html
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Expand Up @@ -16,7 +16,7 @@ <h1 style="padding-left: 0.5em">Mingming Gong</h1><hr>
<td id="layout-menu">
<div class="menu-item"><a href="index.html" class="current">Home</a></div>
<div class="menu-item"><a href="news.html">News</a></div>
<div class="menu-item"><a href="students.html">Students</a></div>
<div class="menu-item"><a href="group.html">Group</a></div>
<div class="menu-item"><a href="research.html">Research</a></div>
<div class="menu-item"><a href="publications.html">Publications</a></div>
<div class="menu-item"><a href="teaching.html">Teaching</a></div>
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2 changes: 1 addition & 1 deletion service.html
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Expand Up @@ -15,7 +15,7 @@ <h1 style="padding-left: 0.5em">Mingming Gong</h1><hr>
<td id="layout-menu">
<div class="menu-item"><a href="index.html" class="current">Home</a></div>
<div class="menu-item"><a href="news.html">News</a></div>
<div class="menu-item"><a href="students.html">Students</a></div>
<div class="menu-item"><a href="group.html">Group</a></div>
<div class="menu-item"><a href="research.html">Research</a></div>
<div class="menu-item"><a href="publications.html">Publications</a></div>
<div class="menu-item"><a href="teaching.html">Teaching</a></div>
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3 changes: 2 additions & 1 deletion talks.html
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Expand Up @@ -15,7 +15,7 @@ <h1 style="padding-left: 0.5em">Mingming Gong</h1><hr>
<td id="layout-menu">
<div class="menu-item"><a href="index.html" class="current">Home</a></div>
<div class="menu-item"><a href="news.html">News</a></div>
<div class="menu-item"><a href="students.html">Students</a></div>
<div class="menu-item"><a href="group.html">Group</a></div>
<div class="menu-item"><a href="research.html">Research</a></div>
<div class="menu-item"><a href="publications.html">Publications</a></div>
<div class="menu-item"><a href="teaching.html">Teaching</a></div>
Expand All @@ -28,6 +28,7 @@ <h1 style="padding-left: 0.5em">Mingming Gong</h1><hr>
<h1 style="margin-top: 0em">Academic Talks</h1>
<div>
<ul>
<li><p> Talk on "On the Identifiability of ODEs/SDEs for Causal Inference", Max Planck Institute for Intelligent Systems, Tuebingen, Germany, July 2, 2024 </p></li>
<li><p> Talk on "On the Identifiability of ODEs/SDEs for Causal Inference", International Center for Mathematical Research, Peking University, Beijing, China, Sep 15, 2023 </p></li>
<li><p> Talk on "Opportunities and Challenges in Causal Machine Learning", Southeast University, Nanjing, China, Sep 7 2023 </p></li>
<li><p> Talk on "Overview of AI general concepts and methods", Doherty Institute, Melbourne, Australia, Sep 5, 2023</p></li>
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2 changes: 1 addition & 1 deletion teaching.html
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Expand Up @@ -15,7 +15,7 @@ <h1 style="padding-left: 0.5em">Mingming Gong</h1><hr>
<td id="layout-menu">
<div class="menu-item"><a href="index.html" class="current">Home</a></div>
<div class="menu-item"><a href="news.html">News</a></div>
<div class="menu-item"><a href="students.html">Students</a></div>
<div class="menu-item"><a href="group.html">Group</a></div>
<div class="menu-item"><a href="research.html">Research</a></div>
<div class="menu-item"><a href="publications.html">Publications</a></div>
<div class="menu-item"><a href="teaching.html">Teaching</a></div>
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