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jjdengjj committed Dec 8, 2024
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<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>
</ul>
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<details style="margin-left: 0px; width: 640px;">
<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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<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>
</ul>
<details style="margin-left: 0px; margin-top: -12px; width: 690px;">
<details style="margin-left: 0px; width: 640px;">
<summary><font style="font-size: 10pt;">More</font></summary>
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</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/departmentally 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;"><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>
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<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>
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<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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<p><font size="1" ><i>Updated: December 2024</i></font></p>
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