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<title>Jingjing Deng - Durham University</title>
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<font size="5"><b> Jingjing Deng <span lang="zh-cn">邓晶晶</span></b></font>
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<p><font style="font-size: 11pt;"> Assistant Professor (PhD, FHEA)</font></p>
<p><font style="font-size: 11pt;"> <a href="#rand2ai"><img height="20px" border="0" src="./img/rand2ai.png" style="margin-right: 3px; margin-bottom:-5px" class="img-responsive" id="teamlogo">Rand<sup>2</sup>AI Lab</a>, <a href="https://vivid.webspace.durham.ac.uk/" target="_blank">VIViD Research Group</a></font></p>
<p><font style="font-size: 11pt;"> <a href="http://www.durham.ac.uk/" target="_blank"><img height="20px" border="0" src="./img/Durham.png" style="margin-right: 5px; margin-bottom:-5px">Durham University</a>, <a href="https://www.durham.ac.uk/departments/academic/computer-science/" target="_blank">Computer Science</a>, UK</font></p>
<p><font style="font-size: 11pt;"> </font><img height="40px" border="0" src="./img/email.du.png" style="margin-left: -8px; margin-top: 0px; margin-bottom: -25px;" class="img-responsive" id="email"></p>
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<p style="margin-top: 3px; margin-bottom: 3px; margin-left: 60px;" align="justify"><font style="font-size: 11pt;">I am an Assistant Professor of the <a href="https://www.durham.ac.uk/departments/academic/computer-science/" target="_blank">Department of Computer Science</a> at <a href="http://www.durham.ac.uk/" target="_blank">Durham University</a>, as of <ins id="date" style="text-decoration:none;"></ins>. My research covers a range of topics in visual computing and machine learning. I lead the Rand2AI Lab aiming to develop computational models that can cultivate and generalise intelligence from and for the complex visual world. We are actively working on challenging problems that are motivated by industrial practices and theoretical principles across fundamental disciplines.</font>
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<p style="margin-left: 24px; width: 620px;"><span class="style8"><strong><font ><a href="https://www.durham.ac.uk/staff/jingjing-deng/" target="_blank"><img src="https://www.durham.ac.uk/media/durham-university/site-assets/image/favicons/favicon-32x32.png" style="width:1em;margin-right:.5em;width:16px;height:16px;">University</a> <a href="https://scholar.google.com/citations?hl=en&user=AVemHcIAAAAJ" target="_blank"><img src="https://scholar.google.com/favicon.ico" style="width:1em;margin-right:.5em;width:16px;height:16px;">G-Scholar</a> <a href="https://dblp.org/pid/72/10974.html" target="_blank"><img src="https://dblp.org/img/dblp.icon.192x192.png" style="width:1em;margin-right:.5em;width:16px;height:16px;">DBLP</a> <a href="https://orcid.org/0000-0001-9274-651X" target="_blank"><img src="https://orcid.org/assets/icons/favicon.ico" style="width:1em;margin-right:.5em;width:16px;height:16px;">ORCID</a> <a href="http://arxiv.org/a/deng_j_1" target="_blank"><img src="https://static.arxiv.org/static/base/0.17.0/images/icons/favicon-32x32.png" style="width:1em;margin-right:.5em;width:16px;height:16px;">arXiv</a> <a href="https://github.com/Rand2AI" target="_blank"><img src="https://github.githubassets.com/favicons/favicon.png" style="width:1em;margin-right:.5em;width:16px;height:16px;" class="img-responsive" id="githublogo">GitHub</a><br></font></strong></span></p>
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<p style="margin-top: 3px; margin-bottom: 3px; margin-left: 60px;" align="justify"><font style="font-size: 10pt;"><u><strong>I am looking for research students who are interested in the following topics.</strong></u> Unfortunately, these projects so far are not funded. Nevertheless, a number of <a href="#scholarship">open scholarships</a> are available for potential candidates. I am more than happy to support qualified candidates, however, scholarships are highly competitive.</font></p>
<ol style="margin-top: 3px; margin-bottom: 3px; margin-left: 68px; line-height:100%; font-size: 10pt;">
<li><p align="justify"><font size="2">Visual Understanding & Controllable Synthesis (CS/EE/Comm.)</font></p></li>
<li><p align="justify"><font size="2">Computer Vision & Machine Learning (General Sci./Eng.)</font></p></li>
<li><p align="justify"><font size="2">Theory for Artificial Intelligence (Maths/Physics/Statistics)</font></p></li>
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<p style="margin-top: 3px; margin-bottom: 3px; margin-left: 60px;" align="justify"><font style="font-size: 10pt;">众: I very much welcome collaborations on challenging problems with academics given that we all are willing to commit intellect, time, and effort by ourselves other than delegating to Post-Doc or PGR.</font></p>
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<p style="margin-top: 3px; margin-bottom: 3px; margin-left: 60px;" align="justify"><font style="font-size: 10pt;">Peer-Reviewing Note: <u>Do <strong>NOT</strong> invite me to review</u> unless you have first contacted me via a personal channel. Even then, I am most likely to decline. Numerous unsolicited requests were received each week, which I junk and delete them without reading.</font></p>
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<p><b><font size="4">Selected Publications</font></b></p>
<p style="margin-left: 24px; width: 620px;"><font style="font-size: 11pt;">For the most recent works, the pre-print can be found on <a href="http://arxiv.org/a/deng_j_1" target="_blank">arXiv</a>, the code are hosted on <a href="https://github.com/Rand2AI" target="_blank">GitHub</a>.</font></p>
<p style="margin-left: 36px; width: 620px;"><font style="font-size: 10pt;"><b>Machine Learning</b></font></p>
<ul style="width: 600px;">
<li><p align="justify"><font size="2">📑 Xie X., Hu C., Ren H. and Deng J. <i>A Survey on Vulnerability of Federated Learning: A Learning Algorithm Perspective</i>, Neurocomputing, 2024. [ <a href="https://doi.org/10.1016/j.neucom.2023.127225" target="_blank">Elsevier</a> | <a href="https://arxiv.org/abs/2311.16065" target="_blank">Pre-Print</a> | <a href="https://github.com/Rand2AI/Awesome-Vulnerability-of-Federated-Learning" target="_blank">Github-Page</a> ]</font></p></li>
<li><p align="justify"><font size="2">📑 Hu C., Deng J., Xie X., and Ma X., <i>FissionVAE: Federated Non-IID Image Generation with Latent Space and Decoder Decomposition</i>, arXiv:2408.17090, 2024. [ <a href="https://arxiv.org/abs/2408.17090" target="_blank">Pre-Print</a> | <a href="https://github.com/Rand2AI/FissionVAE" target="_blank">Code-PyTorch</a> ]</font></p></li>
<li><p align="justify"><font size="2">📑 Ren H., Deng J., Xie X., Ma X. and Ma J., <i>Gradient Leakage Defense with Key-Lock Module for Federated Learning</i>, arXiv:2305.04095, 2023. [ <a href="https://arxiv.org/abs/2305.04095" target="_blank">Pre-Print</a> | <a href="https://github.com/Rand2AI/FedKL" target="_blank">Code-PyTorch</a> ]</font></p></li>
<li><p align="justify"><font size="2">📑 Ren H., Deng J. and Xie X., <i>GRNN: Generative Regression Neural Network - A Data Leakage Attack for Federated Learning</i>, ACM Transactions on Intelligent Systems and Technology (TIST), 2022. [ <a href="https://doi.org/10.1145/3510032" target="_blank">ACM</a> | <a href="https://arxiv.org/abs/2105.00529" target="_blank">Pre-Print</a> | <a href="https://github.com/Rand2AI/GRNN" target="_blank">Code-PyTorch</a> | <a href="https://worldwide.espacenet.com/patent/search/family/076377782/publication/WO2022223629A1?q=pn%3DWO2022223629A1" target="_blank">Patent</a> (WO2022223629A1, Pending) ]</font></p></li>
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<summary><font style="font-size: 10pt;">More</font></summary>
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<li><p align="justify"><font size="2">📑 Ren H., Deng J., Xie X., Ma X. and Wang Y., <i>FedBoosting: Federated Learning with Gradient Protected Boosting for Text Recognition</i>, Neurocomputing, 2024. [ <a href="https://doi.org/10.1016/j.neucom.2023.127126" target="_blank">Elsevier</a> | <a href="https://arxiv.org/abs/2007.07296" target="_blank">Pre-Print</a> | <a href="https://github.com/Rand2AI/FedBoosting" target="_blank">Code-PyTorch</a> ]</font></p></li>
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<p style="margin-left: 36px; margin-top: 24px; width: 620px;"><font style="font-size: 10pt;"><b>Computer Vision</b></font></p>
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<li><p align="justify"><font size="2">📑 Zhang F., Deng J., Lieck R. and Shum H.P., <i>Adaptive Graph Learning from Spatial Information for Surgical Workflow Anticipation</i>, IEEE Transactions on Medical Robotics and Bionics (TMRB), 2024. [ <a href="https://ieeexplore.ieee.org/abstract/document/10798514" target="_blank">IEEE</a> | <a href="https://arxiv.org/abs/2412.06454" target="_blank">Pre-Print</a> ]</font></p></li>
<li><p align="justify"><font size="2">📑 Vijendran M., Deng J., Chen S., Ho E.S. and Shum, H.P., <i>Artificial Intelligence for Geometry-Based Feature Extraction, Analysis and Synthesis in Artistic Images: A Survey</i>, Artificial Intelligence Review, 2024. [ <a href="https://link.springer.com/article/10.1007/s10462-024-11051-3" target="_blank">Springer</a> | <a href="https://arxiv.org/abs/2412.01450" target="_blank">Pre-Print</a> ]</font></p></li>
<li><p align="justify"><font size="2">📑 Li Y., Ren H., Deng J., Ma X. and Xie X., <i>CenterSAM: Fully Automatic Prompt for Dense Nucleus Segmentation</i>, IEEE International Symposium on Biomedical Imaging (ISBI), 2024. [ <a href="#" target="_blank">IEEE</a> | <a href="https://github.com/Rand2AI/CenterSAM" target="_blank">Code-PyTorch</a> ]</font></p></li>
<li><p align="justify"><font size="2">📑 Deng J. and Xie X., <i>3D Interactive Segmentation with Semi-Implicit Representation and Active Learning</i>, IEEE Transactions on Image Processing (TIP), 2021. [ <a href="https://ieeexplore.ieee.org/document/9611087" target="_blank">IEEE</a> | <a href="./src/NU-IBS.Code.zip" target="_blank">Code-Xcode</a> ]</font></p></li>
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<summary><font style="font-size: 10pt;">More</font></summary>
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<p><b><font size="4">Grants and Projects</font></b></p>
<p style="margin-left: 24px; width: 620px;" align="justify"><font style="font-size: 11pt;">My works have been funded by the following research councils and industry partners in various ways. I am grateful for the supports.</font></p>
<ul style="width: 600px;">
<li><p align="justify"><font size="2">2024-2029, EPSRC (<a href="https://gtr.ukri.org/projects?ref=EP%2FY028813%2F1" target="_blank">EP/Y028813/1</a>), <a href="https://edgeaihub.co.uk/" target="_blank">National Edge AI Hub for Real Data</a>: Edge Intelligence for Cyber-Disturbances and Data Quality, £15M - fEC (incl. contributions from industry partners) Led by Newcastle (Durham, Co-I). [ <a href="https://www.ukri.org/news/100m-boost-in-ai-research-will-propel-transformative-innovations/" target="_blank">UKRI</a> | <a href="https://durham.ac.uk/news-events/latest-news/2024/02/durham-at-forefront-of-ai-research-with-major-grants-from-epsrc/" target="_blank">Durham</a> ]</font></p></li>
<li><p align="justify"><font size="2">2022, Intel<sup>®</sup>, FPGA Academic Program Award, 2x PAC D5005 (Swansea, PI).</font></p></li>
<li><p align="justify"><font size="2">2021, Higher Education Funding Council for Wales (HEFCW), Capital Funds, £35K (Swansea, Internal Sub-Project, Co-I).</font></p></li>
<li><p align="justify"><font size="2">2018, NVIDIA<sup>®</sup>, Academic Hardware Grant Program Award, 1x Quadro P6000 (Swansea, PI).</font></p></li>
</ul>
<p style="margin-left: 24px; width: 620px;" align="justify"><font style="font-size: 11pt;"><img height="20px" border="0" src="./img/open.png" style="margin-top: 0px; margin-right:3px;">Our team support open-source and open-science initiatives in a greatest possible manner under the permission of ethics, privacy, confidentiality and commercial agreements. We are expecting the potential collaborators are also in favor of the openness.</font></p>
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<p><b><font size="4">Team Members</font></b></p>
<p style="margin-left: 24px; width: 620px;" align="justify"><font style="font-size: 11pt;">So far, I have successfully supervised 1 Ph.D and 1 M.Res students up to their completion. I am very fortunate to work with the following colleagues and students.</font></p>
<p style="margin-left: 36px; margin-top: 24px; width: 620px;"><font style="font-size: 10pt;"><b>Research Students</b></font></p>
<ul style="width: 600px;">
<li><p align="justify"><font size="2">2024, Research Interns, Ms. Yunying Wang (Primary, Durham University).</font></p></li>
<li><p align="justify"><font size="2">2024, Research Student, Ms. Yueyue Hu (Primary, Durham University).</font></p></li>
<li><p align="justify"><font size="2">2024, Research Student, Mr. Jianqiang Li (Ext.-Co- with Dr. Liumei Zhang, Xi'an Shiyou University).</font></p></li>
<li><p align="justify"><font size="2">2024, Research Student, Mr. Yongzhi Liao (Ext.-Co- with Prof. Di Lu, Xidian University).</font></p></li>
<li><p align="justify"><font size="2">2023, Research Student, Mr. Tianlong Feng (Ext.-Co- with Prof. Di Lu, Xidian University).</font></p></li>
<li><p align="justify"><font size="2">2023, Research Student, Ms. Mridula Vijendran (Co- with Dr Hubert Shum, Durham University).</font></p></li>
<li><p align="justify"><font size="2">2023, Research Student, Mr. Tianyu Zhang (Co- with Dr. Yang Long, Durham University).</font></p></li>
<li><p align="justify"><font size="2">2022, Research Student, Mr. Chen Hu (Ext.-Co- with Prof. Xianghua Xie, Swansea University), partially funded by Faculty of Science and Engineering.</font></p></li>
<li><p align="justify"><font size="2">2021, Research Student, Mr. Yiming Li (Ext.-Primary- with Prof. Xianghua Xie, Swansea University).</font></p></li>
<li><p align="justify"><font size="2">2020, Research Student, Ms. Yi Hu (Ext.-Primary- with Prof. Xianghua Xie, Swansea University).</font></p></li>
<li><p align="justify"><font size="2">2019, Research Student, <a href="https://scholar.google.com/citations?user=MvnakJAAAAAJ&hl=en" target="_blank">Dr. Hanchi Ren</a> 🎓 (Co- with Prof. Xianghua Xie, Swansea University), partially funded by Engineering and Physical Sciences Research Council (EPSRC), passed Ph.D viva in Mar 2023 (➔ Academic Tutor at Swansea University).</font></p></li>
<li><p align="justify"><font size="2">2018, Research Student, <a href="https://katarzynaszymaniak.github.io/" target="_blank">Ms. Katarzyna Szymaniak</a>🎓 (Primary, Swansea University), passed M.Res viva in Oct 2019 (➔ Ph.D Student at University of Edinburgh).</font></p></li>
</ul>
<p style="margin-left: 36px; margin-top: 24px; width: 620px;"><font style="font-size: 10pt;"><b>Visiting Scholars</b></font></p>
<ul style="width: 600px;">
<li><p align="justify"><font size="2">2024, Visiting Scholar (Durham), <a href="https://scholar.google.com/citations?user=iaeyFpgAAAAJ&hl=en" target="_blank">Dr. Lei Jiang</a>, Research Fellow, University College London (UCL), funded by Engineering and Physical Sciences Research Council (EPSRC).</font></p></li>
<li><p align="justify"><font size="2">2019, Visiting Scholar (Swansea), <a href="https://scholar.google.com/citations?user=bYKkc3QAAAAJ&hl=en" target="_blank">Dr. Di Lu</a>, Lecturer, XiDian University, funded by National Natural Science Foundation of China (NSFC).</font></p></li>
<li><p align="justify"><font size="2">2018, Visiting Scholar (Swansea), <a href="https://scholar.google.com/citations?user=nzRfA00AAAAJ&hl=en" target="_blank">Dr. Liumei Zhang</a>, Lecturer, Xi'an Shiyou University, funded by China Scholarship Council (CSC).</font></p></li>
</ul>
<p id="scholarship" style="margin-left: 24px; width: 620px;" align="justify"><font style="font-size: 11pt;"><img height="20px" border="0" src="./img/emph.png" style="margin-left: 0px; margin-right:7px;">For prospective students who are interested in reading a Ph.D with me on Computer Vision and Machine Learning, please email me with your CV and research statement. I am expecting you have a solid background in Computer Science or Applied Mathematics or related subjects, (i.e. Pure Mathematics, Physics, EE, Comm.), professional programming skills, a deep sense of curiosity, and persistence. A recommendation letter directly from your current supervisor is essential. If there is no explicit evidence to demonstrate your research skills (i.e. publications on recognisable venues, open-source project experience), another recommendation letter from an academic referee is required. You need to meet the <a href="https://www.durham.ac.uk/departments/academic/computer-science/postgraduate/research/" target="_blank">entry requirements</a> of University.</font></p>
<p style="margin-left: 24px; width: 620px;" align="justify"><font style="font-size: 11pt;"><img height="20px" border="0" src="./img/emph.png" style="margin-left: 0px; margin-right:7px;">There are a number of EPSRC, University, Faculty and Department funded Ph.D studentships at Durham every year which (most-likely-only) cover a tuition fee at the UK-Home level and a living stipend. The deadline for applying is typically in early Jan with a decision being made in Feb/Mar and a non-negotiable start date of 1st Oct. You need to secure an (unconditional) offer before submitting your studentship application. The studentship is very competitive, and the applicants are assessed by an award committee mainly based on applicants' performance, potential, track record and academic background. If you are interested, please get in touch with me by the 15th Nov for the coming round.</font></p>
<p style="margin-left: 24px; width: 620px;" align="justify"><font style="font-size: 11pt;"><span lang="zh-cn"><img height="20px" border="0" src="./img/emph.png" style="margin-left: 0px; margin-right:7px;">国家公派出国留学项目:</span> For Chinese students, I am more than happy to support your CSC applications. More information can be found <a href="https://www.durham.ac.uk/study/scholarships/international/chinese-scholarships-council/" target="_blank">here</a> or <a href="https://www.csc.edu.cn/" target="_blank">there</a>. The scholarship cover annual allowance etc. and the full cost of tuition fees (only via University nomination routine) to successful Chinese national candidates.</font></p>
<p class="style4"><br></p>
<p><b><font size="4">Professional Activities and Awards</font></b></p>
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<li>
<p><font size="2">Technical Program Co-Chair of <a href="https://www.icaigc.org/" target="_blank">International Conference on AI-generated Content (AIGC) 2023-24</a>.<br></font></p>
</li>
<li>
<p><font size="2">Publication Chair of <a href="https://aiih.cc/" target="_blank">International Conference on AI in Healthcare (AIiH) 2024</a>.<br></font></p>
</li>
<li>
<p><font size="2">Co-Chair of <a href="https://cvss.bmva.org/" target="_blank">BMVA Computer Vision Summer School (CVSS) 2024</a>.<br></font></p>
</li>
<li>
<p><font size="2">Website Chair of <a href="http://bmvc2015.swansea.ac.uk" target="_blank">British Machine Vision Conference (BMVC) 2015</a>.<br></font></p>
</li>
<li>
<p><font size="2">Local-Organiser of <a href="https://britishmachinevisionassociation.github.io/summer-school" target="_blank">BMVA Computer Vision Summer School (CVSS)</a>: <a href="http://cvss.swansea.ac.uk/cvss2014/" target="_blank">2014</a>, <a href="http://cvss.swansea.ac.uk/cvss2015/" target="_blank">2015</a>, <a href="http://cvss.swansea.ac.uk" target="_blank">2016</a>.<br></font></p>
</li>
<li>
<p><font size="2">Local-Organiser of <a href="http://miua2012.swansea.ac.uk" target="_blank">Medical Image Understanding and Analysis (MIUA) 2012</a>.<br></font></p>
</li>
<li>
<p><font size="2">Grant Reviewer: UKRI (Member of EPSRC Peer Review College), NIHR, Rosetrees Trust etc.</font></p>
</li>
<li>
<p><font size="2">Journal Reviewer: TPAMI, TNNLS, IJCV, TIP, TKDE, TMM, TIST, TVCG, TVT, TETCI, PR, NN, JBHI etc.</font></p>
</li>
<li>
<p><font size="2">Conference Reviewer: CVPR 2019-24, ICCV/ECCV 2019-24, BMVC 2017-23, ACCV 2024, etc.</font></p>
</li>
</ul>
<p class="style4"><br></p>
<p><b><font size="4">Teaching and Mentoring</font></b></p>
<p style="margin-left: 24px; width: 620px;" align="justify"><font style="font-size: 11pt;">I am a Fellow of the Higher Education Academy (FHEA). I received <i>Consistent Excellence in Teaching Award</i> at Durham University (2023-2024). I was the assessment officer of CS department at Swansea University (2018-2022), where I led the assessment team during the COVID-19 and faculty restructuring periods (2019-2022).</font></p>
<p style="margin-left: 24px; width: 620px;" align="justify"><font style="font-size: 11pt;">I am teaching, and have had taught the following modules at various Universities:</font></p>
<ul style="width: 600px;" align="justify">
<li>
<p><font size="2">COMP52715 (MSc): Deep Learning for Computer Vision and Robotics (Module Lead), Durham University, 2023-</font></p>
</li>
<li>
<p><font size="2">COMP2271 (BSc/MEng Year-2): Data Science - Computer Graphics (Sub-Module Lecturer, Module Lead 2024-), Durham University, 2023-</font></p>
</li>
</ul>
<details style="margin-left: 0px; margin-top: -12px; width: 640px;">
<summary><font style="font-size: 10pt;">More</font></summary>
<ul style="width: 600px; margin-left: 0px; margin-top: -12px;" align="justify">
<li>
<p><font size="2">COMP42415: Text Mining and Language Analytics (Support Practical), Durham University, 2022-23</font></p>
</li>
<li>
<p><font size="2">CSCM35: Big Data and Data Mining (Module Lead), Swansea University, 2018-2022</font></p>
</li>
<li>
<p><font size="2">CSCM38: Artificial Intelligence and Cyber Security (Module Lead), Swansea University, 2018-2022</font></p>
</li>
<li>
<p><font size="2">CS-150: Concepts of Computer Science (Sub-Module Lecturer), Swansea University, 2018-2020</font></p>
</li>
</ul>
</details>
<p style="margin-left: 24px; width: 620px;" align="justify"><font style="font-size: 11pt;"><img height="12px" border="0" src="./img/info.png" style="margin-left: 0px; margin-right:3px;">Office Hour: Wednesday 4:00pm-6:00pm (During Term Time, <a href="https://calendly.com/jjdengjjwork/office-hour-meeting" target="_blank">Book with Me</a>) .</font></p>
<p style="margin-left: 24px; width: 620px;" align="justify"><font style="font-size: 11pt;"><img height="12px" border="0" src="./img/info.png" style="margin-left: 0px; margin-right:3px;">Email Response: I will try my best to get back to you ASAP, but it does not guarantee it can meet your expectation. A gentle reminder is always welcome. (A) For module related queries, I will answer them <u>in a batch manner on Monday & Wednesday & Friday</u>. (B) For any other urgent queries, I will answer them on a daily basis given that I have time to do so.</font></p>
<p style="margin-left: 24px; width: 620px;" align="justify"><font style="font-size: 11pt;"><img height="12px" border="0" src="./img/info.png" style="margin-left: 0px; margin-right:3px;">Academic Reference: For University UG/PGT students, please note that I am NOT able to provide you academic references <u>UNLESS (A) you are working directly with me (primary supervisor) on your dissertation projects for at least 3-months in the last 18-months, OR (B) you currently are my academic advisee</u>. You should ALWAYS ask permission to pass my contact to your employer or University admission office for every reference. <u>Any unauthorised reference request will be ignored</u>. Please be mindful of how many references you are requesting.</font></p>
<p class="style4"><br></p>
<p id="rand2ai"><b><font size="4">Rand<sup>2</sup>AI Lab</font></b></p>
<p style="margin-left: 24px; width: 620px;" align="justify"><font style="font-size: 11pt;">We are a group of researchers having common interests in visual computing and machine learning ranging from theory through methodology to applications in physical sciences.</font></p>
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