Sydney Digital Theses (Open Access): Recent submissions
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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 -
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 -
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 -
Assessing climate change impacts on housing flood risk in the Philippines
Published 2024The Philippines has made proactive efforts to mainstream climate change adaptation and disaster risk reduction. However, the absence of national repositories to capture regional vulnerability data and incorporate future ...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