PhD in Adversarial Attacks And Robustness In Malware Analysis Using Large Language Models

Tuition comes to 24,433 USD per year. Applications for the Sep 2026 intake are open until Aug 31, 2026.

Supervised by Dr. Rinat Khusainov and Dr. Eslam Amer, this PhD project will analyse adversarial attack strategies against LLM-based malware detection. It will examine evasion techniques, adversarial code modifications, and poisoning of malware datasets, while also developing robust defences such as adversarial training, input validation, and secure model evaluation frameworks.

The research aims to understand the limitations of current LLM-based malware analysis systems under adversarial pressure and to propose scalable methods to improve their reliability. This project will combine theoretical insights with practical experiments on real-world malware datasets and simulated attack scenarios.

The successful candidate will join a research team with expertise in AI security, malware detection, and natural language processing, and will have access to advanced computing resources, including the Sciama supercomputer.

University of Portsmouth, established in 1869 and located in the historic coastal city of Portsmouth, offers a vibrant student experience with around 28,000 students, including approximately 5,000 international learners. The university combines strong teaching and research with practical industry links and a waterfront location that enriches campus life. Its long history of technical and professional education makes it a familiar choice for students seeking applied learning in a city with excellent transport links.

Portsmouth provides a range of programs organized across ten broad subject areas, encompassing engineering, business, health professions, creative arts and sciences. Students benefit from industry placements, modern laboratories and career-focused modules that enhance employability. The university also supports research-led teaching and partnerships with local employers, giving international students opportunities to gain real-world experience alongside academic study.

Comprehensive support services help international students with visas, accommodation, language preparation and wellbeing, while student societies and campus activities foster social integration. With practical training options, placement support and access to regional industries and cultural sites, Portsmouth is well suited to students who value both academic quality and hands-on experience. Prospective applicants should investigate program specifics, placement opportunities and scholarship options before applying.