I have a small group at Griffith and Deakin, and I also remotely supervise research students.
Current Members:
- Shuyu Chang (2024-now, Visiting PhD@Griffith):
- On the Adversarial Aspects of Source Code Vulnerabilities in AI Systems
- Chenhong Luo (2024.10-now, PhD student@Griffith):
- Private and Fairness-aware Deep Learning
- Xiaomei Zhang (2024.09-now, PhD student@Griffith):
- Security Risks in Large Language Model
- Xiaoyan Feng (2024-now, PhD student@Griffith, co-supervised with Prof. Shirui PAN):
- Detecting LLM-generated Content
- Dong Chen (2024-now, Visiting PhD@Griffith):
- Secure Aggregation With Applications
- Chenyu Zhu (2024-now, Msc@HUST, jointly supervised with Prof. Shengshan HU):
- Mitigate Backdoor in Object Detection Models
- Niao Yang (2024-now, Honours student@Griffith):
- Malicious Secure Computations
- Zirui Gong (2024-now, PhD student@Griffith):
- On the Trade-off of Robustness, Privacy and Fairness in Federated Learning
- Yuhang Zhou (2023-now, PhD student@HITsz, jointly supervised with Prof. Zhongyun HUA):
- Adversarial Robustness and Generalization in Computer Vision
- Ziqi Zhou (2023-now, PhD student@HUST, jointly supervised with Prof. Shengshan HU):
- Downstream Adversarial Attacks and Defenses
- Zhaoxi Zhang (2023-now, Visiting PhD@Griffith, jointly supervised with Prof. Yanjun ZHANG):
- Detecting AI-Generated Contents
- Hangtao Zhang (2023-now, Msc@HUST, jointly supervised with Prof. Shengshan HU):
- Fine-Grained Poisoning in Federated Learning
- Xiaoxing Mo (2022-now, PhD student@Deakin, jointly supervised with Prof. Wei LUO and Prof. Shang GAO):
- Backdoor Attack and Defense in Convolutional Neural Networks
- Jiaheng Wei (2022-now, PhD student@RMIT, jointly supervised with Prof. Chao CHEN):
- Memorization in Deep Learning and Its Interplay with Privacy and Security
- Lulu Xue (2022-now, Msc student@HUST, jointly supervised with Prof. Shengshan HU):
- Privacy Attack and Defense in Federated Learning
- Linshan Hou (2021-now, PhD student@HITsz, jointly supervised with Prof. Zhongyun HUA):
- Backdoor Attack and Defense of Deep Neural Networks
- Khondaker Tasrif Noor (2021-now, PhD student@Deakin, jointly supervised with Prof. Wei LUO and Prof. Mohamed Reda Bouadjenek):
- Architecture and Algorithm Design for Hierarchical Classification
- Guizhen Yang (2021-now, PhD student@Deakin, jointly supervised with Prof. Shang GAO):
- Proactive Defense Mechanisms for Internet of Things
- Fuyi Wang (2021-now, PhD student@Deakin, jointly supervised with Prof. Lei PAN):
- Secure Multiparty Computation Techniques and Applications
- Bilal Hussain Abbasi (2021-now, PhD student@Deakin, jointly supervised with Prof. Shang GAO):
- Poisoning Attacks in Deep Learning
- Zeming Yao (2021-now, PhD student@Swinburne, jointly supervised with Prof. Chao CHEN):
- Preventing Neural Trojan in Computer Vision
- Di Mi (21-now, PhD student@XTU, jointly supervised with Prof. Haizhuan YUAN):
- Model Extraction Attack and Defense in Image-to-Image Translation
- Yechao Zhang (2020-now, PhD student@HUST, jointly supervised with Prof. Shengshan HU)
- Adversarial Robustness in Deep Learning
- Wei Wan (2020-now, PhD student@HUST, jointly supervised with Prof. Shengshan HU)
- Poisoning Attack and Defense in Federated Learning
Past Members:
- Qiuyu Duan (21-24, Msc@@HITsz; now Software Engineer@Tencent): Novel Backdoor Attacks on Deep Neural Networks
- Lin Li (21-24, PhD student@Swinburne; 24 Research Fellow@RMIT; now Lecturer at SCU@GC): Attack and Defence on PPG-Based Cybersecurity System
- Jinzhi Ouyang (21-23, Undergraduate student@XTU; now Msc student@XMU): Privacy-Aware Multimodal Deep Learning
- Yanping Wang (22-23, Visiting PhD student from UESTC): Anonymous and authenticated announcements in VANET
- Qi Zhong (19-23, PhD student@Deakin; now Assistant Professor at CityU@Macau): Intellectual property protection of deep neural models
- Run Ran (19-22, CQUPT; now PhD student at PolyU@HK): Differential-private recommender system
- Nan Sun (17-20, PhD student@Deakin; 20-21 Rearch Fellow@Deakin; now Lecturer at UNSW): Data-driven cybersecurity incident prediction and discovery
- Junyang Qiu (17-20, now Research Scientist@Jiangnan Institute of Computing Technology): Data-Driven Android Malware Intelligence with Machine Learning through Static Analysis
- Chee Keong (Allan) Ng (now with Melbourne Polytechnic as Sessional Lecturer): VoterChoice: A Ransomware Detection Honeypot with Multiple Voting Concept
- Dr. Shuxin Yang (19-20, JXUST)
- Dr. Hong Liu (18-19, CQUPT):