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jjdengjj committed Dec 1, 2023
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<p style="margin-top: 3px; margin-bottom: 3px; margin-left: 60px;" align="justify"><img height="15px" border="0" src="./img/newz.gif" style="margin-left: 0px; margin-right:7px;"><font style="font-size: 10pt;">I am looking for research students who are interested in the following topics. Unfortunately, these projects so far are not funded by any sponsor. I personally hesitate to advertise self-funded project, nevertheless, a number of <a href="#scholarship">open scholarships</a> are available for potential candidates. I am more than happy to support qualified candidates' applications, however, these scholarships are highly competitive. Therefore, I strongly recommend you considering the financial and mental commitments towards this challenging but exciting jounery. Potential candidate might use <a href="https://www.findaphd.com/" target="_blank">FindAPhD</a> for hunting funded positions. </font></p>
<p style="margin-top: 3px; margin-bottom: 3px; margin-left: 60px;" align="justify"><font style="font-size: 10pt;">I am looking for research students who are interested in the following topics. Unfortunately, these projects so far are not funded by any sponsor. Nevertheless, a number of <a href="#scholarship">open scholarships</a> are available for potential candidates. I am more than happy to support qualified candidates' applications, however, these 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 Computing in π“‚€ Imaging & Synthesis for BioMedical Sensing (CS/EE/Comm./Med.)</font></p></li>
<li><p align="justify"><font size="2">βš› Structure Capacity & ⨋ Learning Dynamics of Modern Neural Networks (Maths/Physics/Stat.)</font></p></li>
<li><p align="justify"><font size="2">Physical Imaging & Neural Synthesis (CS/EE/Comm.)</font></p></li>
<li><p align="justify"><font size="2">Vision & Language Driven Robotics (CS/EE/Comm.)</font></p></li>
<li><p align="justify"><font size="2">Theory for Modern Neural Networks (Maths/Physics/Stat.)</font></p></li>
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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>
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<li><p align="justify"><font size="2"><img height="15px" border="0" src="./img/newz.gif" style="margin-left: 0px; margin-right:7px;">πŸ“‘ Xie X., Hu C., Ren H. and Deng J. <i>A Survey on Vulnerability of Federated Learning: A Learning Algorithm Perspective</i>, arXiv:2311.16065, 2023. [ <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">πŸ“‘ 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">πŸ“‘ 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://dl.acm.org/doi/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>
<li><p align="justify"><font size="2">πŸ“‘ 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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<p><b><font size="4">Professional Activities and Awards</font></b></p>
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<p><font size="2">Publication Chair of <a href="https://aiih.cc/" target="_blank">International Conference on AI in Healthcare (ALiH) 2024</a>.<br></font></p>
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<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</a>.<br></font></p>
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<p><font size="2">Journal Reviewer: TPAMI, IJCV, TIP, TNNLS, TKDE, TMM, TETCI, PR, TIST, TVT, NN, JBHI, COGN, IET-CV, etc.</font></p>
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<p><font size="2">Conference Reviewer: BMVC 2017-23, CVPR 2019-23, ICCV/ECCV 2019-23, etc.</font></p>
<p><font size="2">Conference Reviewer: BMVC 2017-23, CVPR 2019-24, ICCV/ECCV 2019-24, etc.</font></p>
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<p><font size="2">COMP52715: Deep Learning for Computer Vision and Robotics (Module Lead), Durham University, 2023-</font></p>
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<p><font size="2">COMP2271: Data Science - Graphics Part (Sub-Module Lecturer), Durham University, 2023-</font></p>
<p><font size="2">COMP2271: Data Science - Computer Graphics (Sub-Module Lecturer), Durham University, 2023-</font></p>
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<p><font size="2">COMP42415: Text Mining and Language Analytics (Support Practical), Durham University, 2022-23</font></p>
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