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FIELD
AI and Natural Sciences
DATE
Feb 20 (Tue), 2024
TIME
14:00 ~ 16:00
PLACE
7323
SPEAKER
임성빈
HOST
Choi, Jaewoong
INSTITUTE
고려대학교
TITLE
Score-based Generative Models in Hilbert Spaces
ABSTRACT
Diffusion models have recently received great attention in probabilistic machine learning research due to their various theoretical advantages and remarkable applications in generative AI. The time-reversal theory of diffusion processes is at the core of diffusion models, but research has mainly focused on finite-dimensional spaces. In this talk, we introduce a recent theoretical advance in score-based generative modeling based on the time-reversal theory in Hilbert spaces.
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