People

Research group and supervision

Higher degree research candidates working across coordination, learning, and the assurance of intelligent systems.

I currently supervise seven higher degree research candidates as primary, joint, or secondary supervisor, alongside a completed HDR cohort and more than a dozen honours and undergraduate research projects. Topics span decentralised and federated learning, human-swarm teaming, satellite autonomy, AI for health, and the assurance of AI systems. Where a project produced a peer-reviewed output, it is listed beneath the student.

Current HDR candidates

  • Aisha Alabsi

    Towards Heterogeneity-Aware Decentralised Federated Learning

    My role
    Primary supervisor
    Enrolment
    Full-time PhD, Cyber Security
    Commenced
    Term 3 2025
    Institution
    UNSW Canberra
  • Khan Md Hasib

    AI-Assisted Diagnostic Framework for Multimorbidity

    My role
    Primary supervisor
    Enrolment
    Full-time PhD, Computer Science
    Commenced
    Term 1 2025
    Institution
    UNSW Canberra
  • Noha Abuaesh

    Knowledge Representation for Human-Swarm Teaming

    My role
    Joint-primary supervisor
    Enrolment
    Full-time PhD, Computer Science
    Commenced
    Term 2 2024
    Institution
    UNSW Canberra

    OutputPrime-Weighted Exponential Neurons: Traceability in AI and Robotic Systems · IEEE SMC · 2026 · in press

  • Qianchu Li

    Can AI Improve the Training of Uncrewed Aerial Systems Operators?

    My role
    Joint supervisor
    Enrolment
    Full-time PhD, Physics
    Commenced
    Term 3 2024
    Institution
    UNSW Canberra

    OutputApplications of Machine Learning in Assessing Cognitive Load of UAS Operators and in Enhancing Training · Drones · 2025

    OutputCan Artificial Intelligence Improve Training of Uncrewed Aerial Systems Operators? · HFES Annual Meeting · 2026 · in press

  • Anirban Roy

    Collective Intelligence of Satellites Through Decentralised Learning

    My role
    Joint supervisor
    Enrolment
    Part-time PhD, Electrical Engineering
    Commenced
    Term 3 2023
    Institution
    UNSW Canberra

    OutputSelf-Supervised Object Detection in Remote Sensing · 2025 · under review

  • Abdelaziz Mostafa

    Graph Neural Networks for Misinformation Detection

    My role
    Secondary supervisor
    Enrolment
    Full-time PhD, Computer Science
    Commenced
    Term 3 2024
    Institution
    UNSW Canberra

    OutputTheory-Informed Intent Modelling for Disinformation Detection · 2025 · under review

  • Randall McCutcheon

    Test and Evaluation of AI Systems

    My role
    Secondary supervisor
    Enrolment
    Part-time Professional Doctorate, Systems Engineering
    Candidate since
    Term 2 2020
    Joined panel
    Sep 2024
    Institution
    UNSW Canberra

    OutputEstablishing a Baseline for Assurance of Complex and Critical Artificially Intelligent Systems · 2025 · under review

Completed HDR

  • Shajoti Amin

    Pedagogies for Teaching Cyber Safety to Primary School Children

    My role
    Joint supervisor
    Degree
    MPhil
    Completed
    2024
    Institution
    UNSW Canberra

    OutputSecuring Young Minds: Analysing Primary Teachers’ Perspectives and Practices in Cyber Safety · ACIS · 2024

  • Shrouk El-Amir

    An Improved Framework for Classifying Imbalanced Big Data

    My role
    Co-supervisor
    Degree
    MSc
    Completed
    2020
    Institution
    Zagazig University

    OutputClassification Imbalanced Data Sets: A Survey · Int. J. Computer Applications · 2019

  • Sara Abdel Razek

    A Framework for Forensic Investigation in Cloud Storage

    My role
    Co-supervisor
    Degree
    MSc
    Completed
    2018
    Institution
    Zagazig University

    OutputCloud Storage Forensics: Survey · Int. J. Engineering Trends and Technology · 2017

Honours projects — Computing and Cyber Security

  • Alimah Muhammad

    Comparative Analysis of Machine Learning Algorithms for Anomaly Detection

    My role
    Principal supervisor
    Type
    Honours
    Year
    2024
  • Nadia Govier

    Algorithm for Simultaneously Learning Multiple Intrinsically Motivated Objectives

    My role
    Co-supervisor
    Type
    Honours
    Year
    2018

Fourth-year engineering research projects

  • Jonathan Zhou

    Adversarial Patrolling via Modified Shepherding

    My role
    Principal supervisor
    Type
    4th-year engineering project
    Year
    2023

    OutputAdversarial Patrolling Using a Shepherding Approach · IEEE SMC · 2024

  • Joseph Thomas

    Effect of Inter-Agent Communication on Reinforcement Learning Pathfinding in Partially Observable Environments

    My role
    Principal supervisor
    Type
    4th-year engineering project
    Year
    2023
  • Rana U. Riaz

    Curriculum-Based Deep Reinforcement Learning for Autonomous AlphaDogFight Air-to-Air Combat

    My role
    Co-supervisor
    Type
    4th-year engineering project
    Year
    2022
  • Rana M. Hasan

    Deep Reinforcement Learning for Humanoid Robot Navigation in Unknown Environments

    My role
    Joint supervisor
    Type
    4th-year engineering project
    Year
    2021
  • David King

    Autonomous Learning of Swarm Countermeasures: An Evolutionary Neural Network Approach

    My role
    Co-supervisor
    Type
    4th-year engineering project
    Year
    2021
  • Simon Halabi

    Conversational AI Approach for Conversing Sheep States from Simulated Data

    My role
    Co-supervisor
    Type
    4th-year engineering project
    Year
    2020

Undergraduate (CDF) engineering research projects