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2023
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Woo Chang Kim
Professor, Industrial and Systems Engineering, KAIST
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Chanyeong Kim
KAIST
kaist.ac.krÀÇ À̸ÞÀÏ È®ÀεÊ
Yongjae Lee
Associate Professor, UNIST IE & AIGS
unist.ac.krÀÇ À̸ÞÀÏ È®ÀεÊ
Jinkyu Lee
PhD, Industrial and Systems Engineering, KAIST
kaist.ac.krÀÇ À̸ÞÀÏ È®ÀεÊ
Jongwoong Park
KAIST, NCSOFT
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Æȷοì
Hyunglip Bae
Doctoral student, Industrial and Systems Engineering,
KAIST
kaist.ac.krÀÇ À̸ÞÀÏ È®ÀεÊ
Financial Engineering
Stochastic Programming
ML-integrated Optimization
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Deep value function networks for large-scale multistage stochastic programs
H Bae, J Lee, WC Kim, Y Lee
International Conference on Artificial Intelligence and Statistics, 11267-11287
, 2023
5
2023
Transformer-based Stagewise Decomposition for Large-Scale Multistage Stochastic Optimization
C Kim, J Park, H Bae, WC Kim
International Conference on Machine Learning, 16747-16770
, 2023
2
2023
Locally Convex Global Loss Network for Decision-Focused Learning
H Jeon, H Bae, M Park, C Kim, WC Kim
arXiv preprint arXiv:2403.01875
, 2024
2024
Universal Approximation of Parametric Optimization via Neural Networks with Piecewise Linear Policy Approximation
H Bae, JH Kim, WC Kim
arXiv preprint arXiv:2308.10534
, 2023
2023
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