Postgraduate Theses: Recent submissions
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Towards High Efficient Federated Learning Systems
Published 2026Federated learning (FL) has shown strong potential in domains such as Intelligent Transportation Systems (ITS), Internet of Things (IoT), and industrial cyber–physical systems (ICPS). However, FL faces three fundamental ...Open AccessThesis -
Optimizing the Use of Heterogeneous Memory
Published 2026Chapter 2 studies persistent key-value stores and isolate the impact of individual design techniques within a unified code base. Unlike prior works that evaluate complete systems, our methodology enables an apples-to-apples ...Open AccessThesis -
Microstructural evolution and mechanical properties of dissimilar structures manufactured by additive manufacturing
Published 2026The joining of dissimilar metals is vital in aerospace, electronics, and energy systems, where combining materials with complementary properties enhances component performance. Conventional fusion welding often struggles ...USyd AccessThesis -
Exploring Enhanced Visual Representation Learning for Improved Generative Modeling
Published 2025Image generation is a pivotal research direction in computer vision due to its wide-ranging potential applications. Despite substantial advances brought by the development of generative paradigms and network architectures, ...USyd AccessThesis -
Development of Endothelialised Microfluidic Platform for Cancer invasion and Thrombosis
Published 2026Thrombosis is a complex process involving vascular injury, platelet activation, and coagulation cascades, contributing to major clinical complications including myocardial infarction, stroke, and cancer-associated thrombosis ...USyd AccessThesis