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] and emoji prediction [2]. Despite its great potential, FL faces critical security, privacy, and performance challenges under practical constraints and considerations. For example, poisioning attacks
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Background and Motivation Modern deep learning models have achieved remarkable success in computer vision and natural language processing. However, they typically produce overconfident predictions
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well as the pursuit of a high quality academic research program including peer-reviewed publications and external grant acquisition. The successful candidate will also support the ongoing enhancement of course content
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systems. The fast growth, practical achievements and the overall success of modern approaches to AI guarantees that machine learning AI approaches will prevail as a generic computing paradigm, and will find
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Monash University-Vietnam Government PhD Scholarship (Project 89) This joint scholarship program supports high-achieving Vietnamese candidates to undertake a PhD at Monash University. Applicants can
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science? This project uses game theory and computational models to study science as a social system. The precise question will be developed with the student and could focus on publishing, peer review
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environments—such as MOOCs, online degrees, and data-intensive Learning Management Systems—necessitate scalable solutions to provide timely, high-quality feedback. However, existing AI-powered assessment systems
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relationships among variables. It is crucial for uncovering new insights, justifying a model performance and ultimately building trust in users for further applications. One way to achieve higher model
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of foundation models in natural language processing and computer vision, this project seeks to develop general-purpose graph foundation models capable of learning transferable representations from large-scale
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research, scholarship and teaching. This position will be responsible for delivering engaging lectures, tutorials, practical classes, seminars and workshops; developing and coordinating high-quality