Sydney Digital Theses (Open Access): Recent submissions
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Natural Language Processing in Finance: Applications and Opportunities.
Published 2024The research of Natural Language Processing(NLP) in Finance has experienced considerable development driven by academia and industry. However, small benchmark datasets in financial NLP often yield lower performance in ...Open AccessThesis -
Enhancing Decision-Making in Offline Reinforcement Learning: Adaptive, Multi-Agent, and Online Perspectives
Published 2024Inspired by the successful application of large models in natural language processing and computer vision, both the research community and industry have increasingly focused on leveraging extensive datasets to enhance ...Open AccessThesis -
High-Performance Virtual Machine Design for Domain-Specific Languages
Published 2024Domain-specific languages (DSLs) play a crucial role in addressing unique computational challenges and applications. Traditionally, many DSLs are implemented via interpreters, chosen for their ease of implementation, ...Open AccessThesis -
On Adversarial Defense of Constrained Trainable Random Weight Sampling
Published 2024Deep neural networks have been found to be vulnerable in a variety of tasks. Adversarial attacks can manipulate network outputs, resulting in incorrect predictions. Adversarial defense methods aim to improve the adversarial ...Open AccessThesis -
Exploring social fear and avoidance through biological and behavioural models of autism spectrum disorders and social anxiety
Published 2024Social anxiety disorder (SAD) is a common and debilitating disorder marked by excessive and persistent fear and avoidance of social situations in which individuals fear risk of negative evaluation and judgement. Social ...Open AccessThesis