← Search

Anna Kerekes

2 accepted papers

2024

Position: Understanding LLMs Requires More Than Statistical Generalization

ICML 2024spotlight

The last decade has seen blossoming research in deep learning theory attempting to answer, ``Why does deep learning generalize?" A powerful shift in perspective precipitated this progress: the study of overparametrized models in the interpolation regime. In this paper, we argue that another perspect…

2024

To smooth a cloud or to pin it down: Expressiveness guarantees and insights on score matching in denoising diffusion models

UAI 2024poster

Denoising diffusion models are a class of generative models that have recently achieved state-of-the-art results across many domains. Gradual noise is added to the data using a diffusion process, which transforms the data distribution into a Gaussian. Samples from the generative model are then obtai…

Cited by 4SourcePDFScholar