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stat.ME2025
Conditional Data Synthesis Augmentation
Xinyu Tian, Xiaotong Shen
Reliable machine learning and statistical analysis rely on diverse, well-distributed training data. However, real-world datasets are often limited in size and exhibit underrepresen…
stat.ML2025
Generative Distribution Prediction: A Unified Approach to Multimodal Learning
Xinyu Tian, Xiaotong Shen
Accurate prediction with multimodal data-encompassing tabular, textual, and visual inputs or outputs-is fundamental to advancing analytics in diverse application domains. Tradition…