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Thesis reports

Thesis reports (2018 - present) at UQ & UC

  • [Delgado25] Continual Learning for Network Intrusion Detection Systems: Incremental Neural Network Training with Evolving Attack Types,  June 2025

  • [Liu25]  Device-Specific Machine Learning Based Intrusion Detection in IoT Network, June 2025

  • [Wilkey24] A Novel ML-Based Approach to OS Identification Using TCP/IP Protocol Headers , Nov 2023

  • [Foss22] Privacy Perserving AI Implementation, BE honours thesis, Nov 2022

  • [Cheng22] Practical Adversarial Attacks Generation to Machine Learning Models, UQ EECS thesis (master), Nov 2022

  • [Petersen22] Intrusion Detection for Cyber-Attacks against a CAN bus in Autonomous Vehicle, UQ EECS thesis (honours), 2022, S2

  • [Zhang22] Practical Cyber Attacks Generation against NIDS for IoT Netwoks, UQ ITEE thesis (honours), 2022, S1

  • [Li22] Automated Pen Testing using Improved Reinforcement Learning Techniques, UQ ITEE thesis (honours), 2022, S1

  • [Hu22] Practical Adversarial Attacks Generation for Black Box Machine Learning Models, UQ ITEE thesis (master), 2022, S1

  • [Xia21] Privacy Preserving Machine Learning Implementation and Testing, UQ ITEE thesis (master), 2021, S2

  • [Chancellor21] Cyber Attacks against Deployed Machine Learning based Intrusion Detection Systems, UQ ITEE thesis (honours), 2021, S2

  • [Wang21b] Intrusion Detection and Response using AI Planning, UQ ITEE thesis (honours), 2021, S2

  • [Zhou21] Markov Decision Process for Automatic Cyber Defense, UQ ITEE thesis (honours), 2021, S1

  • [Stanwix21] Cyber Defence Generation and Automation, UQ ITEE thesis (honours), 2021, S1

  • [Wang21a] Semantic Preserving Adversarial Attack Generation with Autoencoder and Genetic Algorithm, UQ ITEE thesis (master), 2021, S1

  • [Liu21] Genetic Algorithm based Adversarial Examples Generation against Machine Learning based Intrusion Detection Systems, UQ ITEE thesis (master), 2021, S1

  • [Amalia20] Performance Comparison of Adversarial Attacks on Intrusion Detection System, UQ ITEE thesis (honours), 2020, S2

  • [Lee20] Disguising an Attack Against a Clustering based Network Intrusion Detection System, UQ ITEE thesis (honours), 2020, S2

  • [Baxter20] Decision tree based network intrusion detection systems, UQ ITEE thesis (honours), 2020, S2

  • [Mogg20] Generating Evasion Attacks Against Intrusion Detection Systems Using Genetic Algorithms, UQ ITEE thesis (honours), 2020, S1

  • [He18] Malware Detection with Malware Images using Deep Learning Techniques, UC honours report, Oct 2018  [Link]