Dr Hussain Ahmad

Lecturer

School of Computer Science and Information Technology

College of Engineering and Information Technology

Eligible to supervise Masters and PhD (as Co-Supervisor) - email supervisor to discuss availability.


Dr Hussain Ahmad is a Lecturer and Researcher at the School of Computer Science and Information Technology, Adelaide University, Australia. His research spans ๐‚๐ฒ๐›๐ž๐ซ ๐’๐ž๐œ๐ฎ๐ซ๐ข๐ญ๐ฒ, ๐€๐ซ๐ญ๐ข๐Ÿ๐ข๐œ๐ข๐š๐ฅ ๐ˆ๐ง๐ญ๐ž๐ฅ๐ฅ๐ข๐ ๐ž๐ง๐œ๐ž, and ๐’๐จ๐Ÿ๐ญ๐ฐ๐š๐ซ๐ž ๐„๐ง๐ ๐ข๐ง๐ž๐ž๐ซ๐ข๐ง๐ , with a strong focus on industry-driven innovation and real-world applications. He designs, coordinates, and delivers key courses in Cyber Security, Software Engineering, and Data Science, where he connects academic learning with industry practice. He also supervises undergraduate and postgraduate research and capstone projects, providing technical guidance and inclusive feedback to enhance student research and development activities.
 
Dr Ahmadโ€™s teaching philosophy focuses on creating engaging, inclusive, and industry-relevant learning experiences that support both academic success and professional development. His commitment to high-quality teaching is reflected in his ๐Ÿ—๐Ÿ—% ๐ฌ๐ญ๐ฎ๐๐ž๐ง๐ญ ๐ž๐ฑ๐ฉ๐ž๐ซ๐ข๐ž๐ง๐œ๐ž ๐ซ๐š๐ญ๐ข๐ง๐ . His teaching philosophy is built upon five key pillars:
 
๐Ÿ. ๐’๐ญ๐ซ๐ฎ๐œ๐ญ๐ฎ๐ซ๐ž๐ ๐‹๐ž๐š๐ซ๐ง๐ข๐ง๐ : Develops modular and progressive learning experiences that build student confidence and understanding.
๐Ÿ. ๐’๐ข๐ฆ๐ฉ๐ฅ๐ข๐œ๐ข๐ญ๐ฒ ๐ฐ๐ข๐ญ๐ก ๐‘๐ข๐ ๐จ๐ฎ๐ซ: Explains complex concepts clearly while maintaining academic depth and technical rigour.
๐Ÿ‘. ๐‘๐ž๐š๐ฅ-๐–๐จ๐ซ๐ฅ๐ ๐‘๐ž๐ฅ๐ž๐ฏ๐š๐ง๐œ๐ž: Integrates practical, industry-aligned, and hands-on learning experiences that connect theory with practice.
๐Ÿ’. ๐‚๐จ๐ง๐ฌ๐ญ๐ซ๐ฎ๐œ๐ญ๐ข๐ฏ๐ž ๐…๐ž๐ž๐๐›๐š๐œ๐ค: Provides timely and targeted feedback that supports continuous improvement and critical thinking.
๐Ÿ“. ๐ˆ๐ง๐œ๐ฅ๐ฎ๐ฌ๐ข๐ฏ๐ข๐ญ๐ฒ ๐š๐ง๐ ๐„๐ง๐ ๐š๐ ๐ž๐ฆ๐ž๐ง๐ญ: Creates supportive and student-centered learning environments that encourage active participation.

Dr Ahmad leads interdisciplinary research at the intersection of Cyber Security, Generative AI, Agentic AI, Data Science, and Software Engineering, with a strong focus on industry-driven innovation and real-world applications. He has published in top-tier international conferences and journals, including CORE A* and A-ranked venues. He contributes to the global research community as a reviewer, program committee member, and editorial board member for leading journals and conferences. Dr Ahmad has secured multiple competitive research grants, driving innovations that bridge academic excellence with real-world applications in critical infrastructure protection, AI-enabled systems, and software resilience. A full list of research publications is available on his Google Scholar profile.

Industry Collaborations. Dr Ahmad has led and contributed to multiple R&D initiatives in collaboration with government agencies, defence organisations, and high-growth startups, including the Department of State Development (South Australia), Defence Science and Technology Group (Australia), Defence Trailblazer, Cyber Security Cooperative Research Centre, CSIROโ€™s Data61, Cisco, South Australian Health and Medical Research Institute (SAHMRI), Surf Life Saving South Australia, DEWC Services, Honeywell (UK), SLB (Schlumberger, USA), and several startups based at the Stone & Chalk Adelaide Startup Hub.

Academic Collaborations. He also collaborated with renowned academic institutions, including Imperial College London, the University of Melbourne, Monash University, Singapore Management University, Zayed University (UAE), National Institute of Technology (India), and State University of New York Polytechnic Institute (USA).

PhD Research. Dr Ahmad completed his PhD at the University of Adelaide, Australia, where he conducted advanced interdisciplinary research at the convergence of Cyber Security, Artificial Intelligence, and Software Engineering, resulting in 12 research publications. His doctoral thesis was accepted without corrections following rigorous examination by international experts, reflecting the quality, originality, and impact of his research contributions.

Dr Ahmadโ€™s PhD research focused on enhancing the security of command-and-control (C2) systems critical to civil and defence domains. He developed simulation-based methods for C2 network security analysis, performed static and dynamic risk assessments, and designed an integrated risk management framework. Dr Ahmad also developed advanced techniques for software vulnerability detection, assessment, prioritisation, and management, leveraging machine learning, deep learning, and Generative AI models. In addition, he explored the use of immersive technologies, including augmented reality, virtual reality, and mixed reality, to improve cyber situational awareness and decision-making. Beyond cyber security, Dr Ahmad made significant contributions to advancing the scalability, resilience, and efficiency of cloud-native microservice architectures. He focused on optimising containerized software systems to support AI-driven, adaptive DevOps practices in modern distributed cloud environments. Leveraging AWS cloud services, Kubernetes orchestration, and dynamic resource management, he designed, developed, and evaluated a suite of self-adaptive auto-scaling frameworks, Smart HPA, ProSmart HPA, and SecureSmart HPA, that enable resource-aware, proactive, and resilient auto-scaling for high-throughput, latency-sensitive workloads.

Date Position Institution name
2025 - ongoing Lecturer University of Adelaide
2021 - 2025 PhD Researcher University of Adelaide
2020 - 2021 Cyber Security Engineer University of Adelaide

Date Type Title Institution Name Country Amount
2025 Award STEM Award 7NEWS Young Achiever Awards South Australia Australia -
2024 Award Outstanding International Student The University of Adelaide Australia -
2024 Award HDR Representative Award The University of Adelaide Australia -
2024 Award VYT Peopleโ€™s Choice Award The University of Adelaide Australia AUD 750

Language Competency
English Can read, write, speak, understand spoken and peer review
Urdu Can read, write, speak, understand spoken and peer review

Date Institution name Country Title
2021 - 2025 University of Adelaide Australia Doctor of Philosophy (PhD)
2013 - 2017 Ghulam Ishaq Khan Institute of Engineering Sciences and Technology Pakistan Bachelor of Electrical and Electronics Engineering

Year Citation
2026 Chopra, S., Ahmad, H., Goel, D., & Szabo, C. (2026). ChatNVD: Advancing Cybersecurity Vulnerability Assessment with Large Language Models. IEEE Access, 14, 1.
DOI Scopus2 WoS2
2026 Ullah, F., Ye, X., Fatima, U., Wu, Y., Akhtar, Z., & Ahmad, H. (2026). What skills do cybersecurity professionals need?. Information and Computer Security, 1-19.
DOI
2025 Ahmad, H., Ullah, F., & Jafri, R. (2025). A Survey on Immersive Cyber Situational Awareness Systems. Journal of Cybersecurity and Privacy, 5(2), 26 pages.
DOI Scopus2 WoS1
2025 Abdulsatar, M., Ahmad, H., Goel, D., & Ullah, F. (2025). Towards deep learning enabled cybersecurity risk assessment for microservice architectures. Cluster Computing, 28(6), 16 pages.
DOI Scopus5 WoS1
2025 Zhang, Y., Goel, D., Ahmad, H., & Szabo, C. (2025). RegimeFolio: A Regime Aware ML System for Sectoral Portfolio Optimization in Dynamic Markets. IEEE Access, 13, 184722-184744.
DOI Scopus2 WoS2
2025 Ahmad, H., Treude, C., Wagner, M., & Szabo, C. (2025). Towards resource-efficient reactive and proactive auto-scaling for microservice architectures. Journal of Systems and Software, 225, 112390.
DOI Scopus20 WoS13
2024 Jayalath, R. K., Ahmad, H., Goel, D., Syed, M. S., & Ullah, F. (2024). Microservice Vulnerability Analysis: A Literature Review with Empirical Insights. IEEE Access, 12, 1.
DOI Scopus17 WoS9
2023 Ahmad, H., Dharmadasa, I., Ullah, F., & Babar, M. A. (2023). A Review on C3I Systems' Security: Vulnerabilities, Attacks, and Countermeasures. ACM Computing Surveys, 55(9), 192-1-192-38.
DOI Scopus20 WoS12

Year Citation
2025 Abbas, F., Ahmad, H., & Szabo, C. (2025). SCALAR: Self-Calibrating Adaptive Latent Attention Representation Learning. In Proceedings International Conference on Tools with Artificial Intelligence Ictai (pp. 762-769). IEEE.
DOI
2025 Ahmad, H., Treude, C., Wagner, M., & Szabo, C. (2025). Resilient Auto-Scaling of Microservice Architectures with Efficient Resource Management. In T. Zhang, X. Luo, J. Keung, & E. Choi (Eds.), Proceedings Asia Pacific Software Engineering Conference APSEC (pp. 852-856). PEOPLES R CHINA, Macau: IEEE COMPUTER SOC.
DOI
2024 Ahmad, H., Treude, C., Wagner, M., & Szabo, C. (2024). Smart HPA: A Resource-Efficient Horizontal Pod Auto-Scaler for Microservice Architectures. In Proceedings - IEEE 21st International Conference on Software Architecture, ICSA 2024 (pp. 46-57). Online: IEEE.
DOI Scopus23 WoS13

Year Citation
2025 Ahmad, H. (2025). Towards AI-Driven, Self-Adaptive, and Cyber-Resilient Software Engineering. (PhD Thesis, The University of Adelaide).

Year Citation
2025 Ullah, F., Ye, X., Fatima, U., Akhtar, Z., Wu, Y., & Ahmad, H. (2025). What Skills Do Cyber Security Professionals Need?.
2025 Ahmad, H., Treude, C., Wagner, M., & Szabo, C. (2025). Resilient Auto-Scaling of Microservice Architectures with Efficient
Resource Management.
2025 Ahmad, H., & Goel, D. (2025). The Future of AI: Exploring the Potential of Large Concept Models.
2024 Chopra, S., Ahmad, H., Goel, D., & Szabo, C. (2024). ChatNVD: Advancing Cybersecurity Vulnerability Assessment with Large
Language Models.
2024 Ahmad, H., & Goel, D. (2024). Machine Learning Driven Smishing Detection Framework for Mobile Security.
DOI
2024 Ahmad, H., Treude, C., Wagner, M., & Szabo, C. (2024). Smart HPA: A Resource-Efficient Horizontal Pod Auto-scaler for
Microservice Architectures.
2024 Abdulsatar, M., Ahmad, H., Goel, D., & Ullah, F. (2024). Towards Deep Learning Enabled Cybersecurity Risk Assessment for
Microservice Architectures.
2024 Jayalath, R. K., Ahmad, H., Goel, D., Syed, M. S., & Ullah, F. (2024). Microservice Vulnerability Analysis: A Literature Review with Empirical
Insights.
2024 Ahmad, H., Ullah, F., & Jafri, R. (2024). A Survey on Immersive Cyber Situational Awareness Systems.
2024 Ahmad, H., Treude, C., Wagner, M., & Szabo, C. (2024). Towards Resource-Efficient Reactive and Proactive Auto-Scaling for Microservice Architectures.
DOI
2024 Abbas, F., & Ahmad, H. (2024). Robust Partial Least Squares Using Low Rank and Sparse Decomposition.
DOI
2022 Ahmad, H. (2022). "I think this is the most disruptive technology": Exploring Sentiments of ChatGPT Early Adopters using Twitter Data.
DOI
2021 Ahmad, H., Dharmadasa, I., Ullah, F., & Babar, M. A. (2021). A Review on C3I Systems' Security: Vulnerabilities, Attacks, and Countermeasures..
  1. University of Adelaide Research Scholarship [AUD 88,250] (2022)

  2. School of Computer Science Scholarship [AUD 85,791] (2021)

  • Awarded AUD 5,000 Google Cloud Grant to support R&D on microservice auto-scaling operations. (2024)

  • Awarded AUD 8,000 AWS Cloud Grant to support R&D on microservice auto-scaling operations. (2023)

  • Recipient of AUD 15,000 Financial Assistance Award by GIKI for four-year undergraduate studies. (2013)

Term Course Code Course Name Role
Semester 2, 2026 INFO 6008 Enterprise Resource Management Lecturer and Course Coordinator
COMP 5032 Innovative and Emerging Technologies Lecturer and Course Coordinator
INFO 2032 Professional Communication and Teamwork Lecturer and Course Coordinator
INFO 6016 Cyber Security Research Project Part B Project Supervisor
Semester 1, 2026 INFO 6004 Cloud Security Lecturer and Course Coordinator
INFO 6015 Cyber Security Research Project Part A Project Supervisor
COMP 6000 ICT Master Capstone Project 2 Project Supervisor
COMP 6024 ICT Master Capstone Project 1 Project Supervisor
COMP SCI 7100B Research Project Master Computer Science, Part B Project Supervisor
MATHS 7097B Data Science Research Project Part B Project Supervisor
Online Term, 2026 COMP 5059 Introduction to System Security Course Coordinator
INFO 6017 Working with Big Data Course Coordinator
COMP 5063 Research Methods for Cyber Security Course Coordinator
COMP 5058 Foundations of Computer Science - Python B Course Coordinator
COMP 6029 Human and Ethical Factors in Computer Science Course Coordinator
Trimester 3, 2025 COMP SCI 7205B Artificial Intelligence and Machine Learning Research Project, Part B Project Supervisor
MATHS 7097A  Data Science Research Project Part A Project Supervisor
Semester 2, 2025 COMP SCI 7100A Research Project Master Computer Science, Part A Project Supervisor
COMP SCI 7100B Research Project Master Computer Science, Part B Project Supervisor
COMP SCI 3021 Industry Project in Information Technology Lecturer and Course Coordinator
COMP SCI 3021MELB Industry Project in Information Technology (Melbourne Campus) Course Coordinator
Trimester 2, 2025 COMP SCI 7205B Artificial Intelligence and Machine Learning Research Project, Part B Project Supervisor
COMP SCI 7209 Big Data Analysis and Project Lecturer and Course Coordinator
COMP SCI 7328 Concepts in Cyber Security Lecturer and Course Coordinator
COMP SCI 7205A Artificial Intelligence and Machine Learning Research Project, Part A Project Supervisor
Semester 1, 2025 COMP SCI 7098 Master of Computing & Innovation Project Project Supervisor
COMP SCI 7100A Research Project Master Computer Scienceโ€š Part A Project Supervisor
Trimester 1, 2025 COMP SCI 7205A Artificial Intelligence and Machine Learning Research Project, Part A Project Supervisor
COMP SCI 7102B Cyber Security Industry Project B Project Supervisor
Trimester 1, 2024 COMP SCI 7101B Cyber Security Research Project B Project Supervisor
Semester 1, 2024 COMP SCI 7100A Research Project Master Computer Science, Part A Project Supervisor
Semester 2, 2024 COMP SCI 7100B Research Project Master Computer Science, Part B Project Supervisor
COMP SCI 3021 Industry Project in Information Technology Project Supervisor
Trimester 2, 2023 COMP SCI 7101A Cyber Security Research Project A Project Supervisor
Trimester 3, 2023 COMP SCI 7101A Cyber Security Research Project A Project Supervisor
COMP SCI 7101B Cyber Security Research Project B Project Supervisor

Date Role Research Topic Location Program Supervision Type Student Load Student Name
2026 - ongoing Principal Supervisor LLM-Driven Phishing Attack Generation, Detection, and Mitigation Adelaide University Master of Cyber Security Master Full Time Guoyin He, Khalil Nadery, Aniket Acharya
2026 - ongoing Principal Supervisor Modelling and Managing Cyber Vulnerabilities in Adaptive Systems Adelaide University Master of Cyber Security Master Full Time Harry Wong, Taniya John, Yihong Su, Anshkumar Vyas
2026 - ongoing Principal Supervisor Agentic AI for Cyber Security Risk Management Adelaide University Master of Cyber Security Master Full Time Jay Kennedy, Vishal Kulkarni, Wenzhuo Qi, Neena Tom, Saad Patel
2026 - ongoing Principal Supervisor A Self-Adaptive Framework for Web Application Development and Management Adelaide University Master of Information Technology Master Full Time Jack Jim, Shuaichen Yang, Sankalp Waghe, Shreyas Joshi, Rahul Selvamuthukumar
2026 - ongoing Principal Supervisor Development of a Digital Membership Management System for the Brazilian Association of South Australia Adelaide University Master of Information Technology Master Full Time Andrew Jones, Alen Joyce, Athul Krishna, Anurag Chokshi, Kesava Balramkumar
2026 - ongoing Principal Supervisor Data-Driven Retail Optimisation for Multi-Brand Performance Analysis Adelaide University Master of Information Technology Master Full Time Nok Chan, Rashmeet Kaur, Sahaana Suganya, Prajwal Acharaya, Jarassang Assawapusitsophon
2025 - ongoing Principal Supervisor Agentic AI Powered Next-Generation Recommendation System The University of Adelaide Master of Computer Science Master Full Time Vinith Raj
2025 - ongoing Principal Supervisor SAFE-AIMS: Securing AI Model Storage with NIST Framework The University of Adelaide Master of Computer Science Master Full Time Palak Teotia
2025 - ongoing Principal Supervisor Design and Evaluation of Security Vulnerability Databases The University of Adelaide Master of Computer Science Master Full Time Siying Ren
2025 - ongoing Principal Supervisor Multi-agent Intervention in Neurodevelopmental Disorder System The University of Adelaide Master of Computer Science Master Full Time Sumaiya Usman
2025 - ongoing Principal Supervisor MuseTune: LLM-Driven Songwriting using Sentiment-Based Chord Mapping The University of Adelaide Master of Computer Science Master Full Time Arpit Soni
2025 - ongoing Principal Supervisor SITARAM: Secure IoT Trustworthy AI-driven Resilient Adaptive Mechanism The University of Adelaide Master of Computer Science Master Full Time Sanjay Poptani
2025 - 2025 Principal Supervisor Agentic AI for Software Security The University of Adelaide Master of Artificial Intelligence and Machine Learning Master Full Time Joel Thomas, Asrul Arifin, Rohan Kosuri, Kamalesh Gunasekaran, Deepak Vasudevan
2025 - 2025 Principal Supervisor Australian Bushfire Intelligence with AI-Driven Environmental Analytics The University of Adelaide Master of Data Science Master Full Time Tanvi Jois
2025 - 2025 Principal Supervisor RegimeFolio: A Regime Aware ML System for Sectoral Portfolio Optimization in Dynamic Markets The University of Adelaide Master of Data Science Master Full Time Yiyao Zhang
2025 - 2025 Principal Supervisor 3S-Trader: A Multi-LLM Framework for Adaptive Stock Scoring, Strategy, and Selection in Portfolio Optimization The University of Adelaide Master of Data Science Master Full Time Kafen Chen
2025 - 2025 Principal Supervisor Optimizing Prompt Engineering through Evolutionary Computation The University of Adelaide Master of Computer Science Master Full Time Zijie Luo, Gaurav Singh, Jiyin Shao, Aditya Karthully, Fuliang Zhang
2025 - 2025 Principal Supervisor Evaluating the Performance of Large Language Models The University of Adelaide Master of Computer Science Master Full Time Durga Chodavarapu, Subin Santhosh, Yinzhi Tian, Tuhin Anand, Samman Hossain
2025 - 2025 Principal Supervisor Horizontal Pod Auto-scaling of Software Systems Using Multi-Metric Optimization The University of Adelaide Master of Computing and Innovation Master Full Time Han-Hsien Lei, Hao Jiang, Linxin Qi, Feng Cao, Wu-Yang Wen
2025 - 2025 Principal Supervisor A Self-Adaptive Framework for Software Security The University of Adelaide Master of Computing and Innovation Master Full Time Yiqi Wang, Enze Li, Enjian Mai, Yansong Zhang, Mutian Qiu
2025 - 2025 Principal Supervisor A Comparative Study of AI Models for Recommendation Systems The University of Adelaide Master of Computing and Innovation Master Full Time Manhong Chen, Zihan Luo, Ziyan Zhao, Jianing Dang, Jianghao Jin
2025 - 2025 Principal Supervisor Adaptive Cyber Deception for Enhancing Enterprise Network Security The University of Adelaide Master of Artificial Intelligence and Machine Learning Master Full Time Pemba Sherpa, Majdi Almistehi, Menuja Mabotuwana
2025 - 2025 Principal Supervisor AI for Scalable Microservice Architectures The University of Adelaide Master of Artificial Intelligence and Machine Learning Master Full Time Mohammed Ribin, Akash Kumar
2025 - 2025 Principal Supervisor Enhancing Real-Time Messaging Security using RSA Cryptography The University of Adelaide Master of Cyber Security Master Full Time Sebastian Maximilien
2024 - 2024 Principal Supervisor AI-Driven Migration Services in Australia The University of Adelaide Bachelor of Information Technology Honours Full Time Ho Yin LI, Jiazhi Chen, Kun Fai Lei, Xiao Han, Yiu Lung Tam, Zhenyang LI
2024 - 2024 Principal Supervisor Advancing Cybersecurity Vulnerability Assessment with Large Language Models The University of Adelaide Master of Computer Science Master Full Time Shivansh Chopra
2023 - 2024 Principal Supervisor Microservice Vulnerability Analysis: A Literature Review With Empirical Insights The University of Adelaide Master of Cyber Security Master Full Time Raveen Kanishka Jayalath
2023 - 2023 Principal Supervisor Towards Deep Learning Enabled Cybersecurity Risk Assessment for Microservice Architectures The University of Adelaide Master of Cyber Security Master Full Time Majid Abdulsatar

Date Role Committee Institution Country
2025 - 2026 Member Main Research Track International Conference on Software Architecture Netherlands
2024 - 2024 Member Artifact Evaluation Track International Conference on Software Architecture Germany

Date Role Membership Country
2025 - ongoing Member Australian Information Security Association Australia
2025 - ongoing Member IEEE Young Professionals United States
2025 - ongoing Member Association for Computing Machinery United States
2025 - ongoing Member IEEE Computer Society United States
2025 - ongoing Member Institute of Electrical and Electronics Engineers (IEEE) United States
2024 - ongoing Member Engineers Australia Australia
2017 - ongoing Member Pakistan Engineering Council Pakistan

Date Role Editorial Board Name Institution Country
2026 - ongoing Board Member Journal of Intelligence & Robotics OAE Publishing Australia
2025 - ongoing Board Member Journal of Cybersecurity and Privacy MDPI Switzerland

Date Topic Presented at Institution Country
2025 - 2025 Resilient Auto-Scaling of Microservice Architectures with Efficient Resource Management Asia-Pacific Software Engineering Conference IEEE China
2025 - 2025 Self-Calibrating Adaptive Latent Attention Representation Learning International Conference on Tools with Artificial Intelligence IEEE Greece
2024 - 2024 Towards Self-Adaptive Scalability and Cybersecurity in Software Engineering Visualise Your Thesis Competition The University of Adelaide Australia
2024 - 2024 Smart HPA: A Resource-Efficient Horizontal Pod Auto-scaler for Microservice Architectures CSIROโ€™s Data61 CSIRO Australia
2024 - 2024 Self-Adaptive Software Security and Scalability Maptek Maptek Australia
2023 - 2023 Secure Coding Principles Cyber Security Awareness Seminar The University of Adelaide Australia
2022 - 2022 A Review on C3I Systemsโ€™ Security: Vulnerabilities, Attacks, and Countermeasures Cyber Security CRC Symposium Cyber Security Cooperative Research Centre Australia
2022 - 2022 Secure Multi-User Content Sharing for Augmented Reality Applications The University of Adelaide The University of Adelaide Australia

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