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Publications

Lecturer (Assistant Professor), Machine Intelligence
School of Information Technology
Deakin University

Honorary Fellow
School of Computing and Information Systems
The University of Melbourne

I am a lecturer in the School of Information Technology, Deakin University (Burwood campus). I also hold an honorary fellow position in the School of Computing and Information Systems (CIS), The University of Melbourne. Prior to Deakin, I was a research fellow in the Schoolf of CIS at The University of Melbourne. I received my Bacholor, Master and PhD degrees from Jilin University, Tsinghua University and The University of Melbourne, respectively.

I are interested in the theory and applications of machine learning and deep learning, with a particular focus on adversarial machine learning, trustworthy machine learning, weakly supervised learning, deep learning, data privacy and AI Security.

Research Areas:

  • Machine Learning

    • Adversarial machine learning
    • Weakly supervised learning
    • Statistical machine learning

  • Deep Learning

    • Adversarial robustness of DNNs
    • Backdoor robustness of DNNs
    • Deep learning theory

  • AI Security & Applications

    • Image classification, image segmentation
    • Object detection, visual object tracking
    • Image inpainting, inpainting detection
    • Video understanding, deepfake detection
    • Medical image analysis, medical AI
    • Natural languagge processing: sentiment analysis

Professional Activities:

  • Program Committee Member

    • ICML: 2019, 2020, 2021
    • ICLR: 2019, 2020, 2021
    • NeurIPS: 2019, 2020, 2021
    • CVPR: 2020, 2021
    • ICCV: 2021
    • ECCV: 2020
    • AAAI: 2020, 2021
    • IJCAI: 2020, 2021
    • KDD: 2019, 2021
    • ICDM: 2021
    • SDM: 2021

  • Journal Reviewer

    IEEE Transactions on Image Processing (TIP)

    Pattern Recognition

    Journal of Artificial Intelligence Research (JAIR)

IEEE Transactions on Neural Networks and Learning Systems (TNNLS) * IEEE Transactions on Knowledge and Data Engineering (TKDE) * IEEE Transactions on Industrial Informatics (TII) * Transactions on Information Forensics and Security (TIFS) * ACM Transactions on Multimedia Computing, Communications, and Applications (TOMM) * Knowledge and Information Systems (KAIS) * IEEE Robotics and Automation Letters (RA-L) * Pattern Recognition Letters

Grants

  • Digitally-driven characterisation and design of fibre-reinforced composites, Mini ARC Analog Programme (MAAP), Deakin University, 110.8K (25K + 1 PhD scholarship), 2021-2023

Contact:

Email: daniel.[lastname]@deakin.edu.au/[firstname].[lastname]@unimelb.edu.au
Phone: +61 414521205
Face to face: Office 2.10, Building T, Deakin University, 221 Burwood hwy, Burwood, VIC 3125.