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Sharon Torao Pingi is a Ph.D. student in the School of Computer Science at the Queensland University of Technology. Her research sits at the intersection of deep generative models and longitudinal data analysis. She is passionate about her work in developing innovative models that address data-level challenges like missing values and class imbalance, to enhance the task of early classification in longitudinal datasets. Her work empowers timely decision-making across multiple domains including health and education.