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Transport-Based Methods for Inference and Generation with Graphical Structure
Yidan Xu
Statistical learning posits a structured relationship between observed data and unobserved quantities — latent components underlying a...
Modeling Structure in Unstructured Data: Statistical and Causal Perspectives
Kevin Christian Wibisono
Modern machine learning systems are trained on massive amounts of unstructured data such as text, images, and sequences. Despite the...
Principled Evaluation of Large Language Models: A Statistical Perspective
Felipe Maia Polo
The rapid progress of large language models has outpaced the development of principled methodologies for their evaluation. This dissertation...
