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  • Home
  • Selected Publications
  • Teaching
  • Awards and Grants
  • Professional Services
  • More
    • Home
    • Selected Publications
    • Teaching
    • Awards and Grants
    • Professional Services

Contact: 

noorain.mukhtiar@mq.edu.au


Welcome to my website! This is Noorain Mukhtiar. 

I am currently pursuing my PhD degree with international Macquarie University Research Excellence Scholarship (iMQRES) at the School of Computing, Macquarie University, under the supervision of Distinguished Prof. Dr. Michael Sheng and co-supervision of Dr. Adnan Mahmood. Prior to joining Macquarie University, I completed my Bachelor’s in Electronic Engineering and Master’s in Electronic System Engineering at Mehran University of Engineering and Technology, Pakistan, where I graduated with distinction. My research interests include Fairness in Federated Learning, Distributed Machine Learning, Trustworthy AI, and the Internet of Things. My research has been published in top-tier (CORE A*) conferences, including AAAI, IJCAI, and WWW, and Q1-ranked journals, and has been recognized with the Macquarie University Research Rising Star Award. Besides this, I actively contribute to the research community as a Program Committee member, Technical Session Chair, and Volunteer for leading international conferences. I am also involved in teaching and mentoring, with experience in delivering lectures and tutorials.

Research Areas: 

Bias Mitigation in Federated Learning, Fair Representation Learning, Trustworthy AI, Internet of Things, Internet of Vehicles, Condition Monitoring Systems, and Data Acquisition Systems.

Latest News

  • I am serving as a PC member in IEEE International Conference on Computer Communications (INFOCOM 2027).

  • I am serving as a PC member in The Fortieth Annual Conference on Neural Information Processing Systems (NeurIPS 2026).

  • I am serving as a PC member in The International ACM Conference on Knowledge and Information Management (CIKM 2026).

  • I am serving as a PC member in The International Conference on Web of Information Systems Engineering (WISE 2026).

  • I was awarded the 2026 Higher Degree Research Rising Star Award by the School of Computing, Macquarie University.

  • I was appointed as Student Ambassador at Macquarie University, delivering talks to International Delegations visiting the campus (2026).

  • Our paper CoRe-Fed: Bridging Collaborative and Representation Fairness via Federated Embedding Distillation has been accepted in the AAAI 2026 (CORE A*).

  • I was awarded the Macquarie University Postgraduate Research Fund, securing AUD 6,000 in competitive funding to support my PhD research (2026).

  • I was invited to serve as a Technical Session Chair at the International Joint Conference on Artificial Intelligence (IJCAI 2025).

  • Our survey paper Federated Learning at the Forefront of Fairness: A Multifaceted Perspective has been accepted in IJCAI 2025 (CORE A*).

  • I was awarded an IJCAI Travel Grant to support my participation at IJCAI Conference 2025.

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