Theses: Recent submissions
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Leveraging deep learning to enable real-time beam-view image-guided radiotherapy
Published 2026Real-time image-guided radiotherapy (IGRT) is essential for minimising the clinical impact of patient motion during radiotherapy. Existing IGRT systems often rely on additional imaging dose or specialised, expensive ...USyd AccessThesis -
Learning Theory for Transformers: An Operator-Learning Viewpoint
Published 2026Large language models (LLMs) have reshaped the foundations of artificial intelligence research and the modes of interaction between human cognition and machine intelligence. Their influence extends further still, transforming ...Open AccessThesis -
Carbon and Nutrient Interactions in Cereal-Legume Intercropping Systems: Impacts of Phosphorus Fertilization
Published 2026Phosphorus (P) deficiency is a major constraint to agricultural productivity in low-input systems where nutrient availability limits crop growth and resource-use efficiency. Although cereal-legume intercropping is widely ...Open AccessThesis -
AI-driven Defect Detection and Multi-Agent Disaster Response for Civil Infrastructure
Published 2026Rapid and reliable assessment of civil infrastructure is essential for effective disaster response. Traditional inspection relies on manual, expert-driven surveys, which are time-consuming, resource-intensive, and difficult ...Open AccessThesis -
Investigating the Mechanisms and Applications of Liquid Metal-Biomolecule Interactions
Published 2026Gallium (Ga)-based liquid metals have attracted increasing attention due to their metallic conductivity, fluidity, and unique surface chemistry. However, their interactions with biological macromolecules remain insufficiently ...USyd AccessThesis