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 | Woojin Choi (KAIST) - Special Lecture on Graph Neural Networks - "Self-Supervised Graph Neural Networks and Applications"

MINDS SEMINAR
period : 2023-03-15 ~ 2023-03-17
time : 17:00:00 ~ 18:00
개최 장소 : Math Bldg 404 & Online streaming (Zoom)
Topic : Special Lecture on Graph Neural Networks - "Self-Supervised Graph Neural Networks and Applications"
개요
Date 2023-03-15 ~ 2023-03-17 Time 17:00:00 ~ 18:00
Speaker Woojin Choi Affiliation KAIST
Place Math Bldg 404 & Online streaming (Zoom) Streaming link ID : 688 896 1076 / PW : 54321
Topic Special Lecture on Graph Neural Networks - "Self-Supervised Graph Neural Networks and Applications"
Contents We are going to review a series of seminal papers (2019-2022) that have been building up for the basic concepts and algorithms for the Self-Supervised Learning on graph neural networks which is now one of the hottest research area in A.I. We start with "SimCLR(ICML 2020)" continue to cover "CPC(2018,arXiv, in progress)," BYOL(NeurIPS 2020)", "GraphCL(NeurIPS2020), "CMVRL(ICML2020)", PPNP&APPNP(ICLR 2019), and "GRAND(ICML2021)" including MarkovGNN(WWW2022 Companion)". These papers are going to suggest many funddamental questions about SSL on graphs which cloud be reduced to the frameworks of Graph Theory, Algebra, Topology, Geometry and Analysis along with Probability and Statistics.
MinDS MinDS · 2023-03-06 15:54 · Views 539

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