Welcome to MINDS!

Established in 2020, POSTECH Mathematical Institute for Data Science (MINDS) is the community of researchers in the areas of fundamental data science, machine learning, artificial intelligence, scientific computing, and humanitarian data science. MINDS mission is to provide a platform for collaboration among researchers and to provide various opportunities for students in data science. MINDS also aims to use our data science research to serve our local and global communities pursuing humanitarian data science.

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MINDS SEMINAR

MINDS Seminar Series | U-Jin Choi (KAIST) - Variational Diffusion Models and Applications

MINDS SEMINAR
period : 2024-02-22 ~ 2024-02-22
time : 10:00:00 ~ 12:00:00
개최 장소 : Math Bldg 404 & Online streaming (Zoom)
Topic : Variational Diffusion Models and Applications
개요
Date 2024-02-22 ~ 2024-02-22 Time 10:00:00 ~ 12:00:00
Speaker U-Jin Choi Affiliation KAIST
Place Math Bldg 404 & Online streaming (Zoom) Streaming link ID : 688 896 1076 / PW : 54321
Topic Variational Diffusion Models and Applications
Contents Kingma 교수팀이 2015년에 발표한 Auto- Encoding Variational Bayes 연구는 최초의생성모델로 생성모델의 시발점인 Coner-Stone적인 논문입니다. 계속하여 2021에 Variational Diffusion Model, 2023년 12월 NeurIPS2023 에서Understanding Diffusion Objectives as the ELBO with Simple Data Augmentation의 연구를 통하여 Discrete-Time and Continuous-Time의 생성모델의 동치성을 수학적으로 증명하여 Diffusion Probability Models의 통합이론을 완성하였습니다. 워낙 Implication이 넓고 깊으므로 모든 등식을 심층분석하고 의미를 해석하게 됩니다.
MinDS MinDS · 2024-02-16 14:44 · Views 157

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