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Topics on the Generalization and Learnability of Modern Machine Learning
Jake Trauger
Learning theory is a subfield of machine learning research where we analyze the theoretical properties of machine learning problems and...
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...
