Sydney Digital Theses (Open Access): Recent submissions
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DeCoP: Dependency Controlled Pre-training for Time Series Representation Learning
Published 2025Masked time series modeling (MTM) has become a leading approach in self-supervised pre-training for time series data. However, existing frameworks struggle to effectively model dependencies that balance informative signals ...Open AccessThesis -
Evaluation of sentinel node biopsy in accurately staging oral cavity squamous cell carcinoma
Published 2025Early oral cancer (EOC) is defined as patient diagnosed with a T1 or T2 primary and a clinically N0 neck – according to AJCC – TNM staging these are cancers <4 cm in maximum dimension and <10 mm in maximum depth of invasion ...Open AccessThesis -
An Ensemble Approach to Route Choice
Published 2025Understanding automobile drivers' route preferences allows for the calculation of traffic flow on network segments and helps in assessing facility requirements, costs, and the impact of network modifications. Much previous ...Open AccessThesis -
Better communication to support individuals’ retirement savings decisions
Published 2025Retirement savings decisions significantly impact financial outcomes and well-being in retirement. People often find them complex and difficult.The aim of this thesis is to investigate how personalized message-based nudges ...Open AccessThesis -
Two sides of drug discovery – characterizing a challenging target and exploring the potential of macrocyclic peptides.
Published 2025Target-driven drug discovery is a complex and multidisciplinary process that requires significant effort. It starts with identifying and validating a therapeutically relevant target. Once validated, producing this target ...Open AccessThesis