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Chanyeong Kim

2 accepted papers

2025

Locally Convex Global Loss Network for Decision-Focused Learning

AAAI 2025technical

In decision-making problems under uncertainty, predicting unknown parameters is often considered independent of the optimization part. Decision-focused learning (DFL) is a task-oriented framework that integrates prediction and optimization by adapting the predictive model to give better decisions fo…

2023

Transformer-based Stagewise Decomposition for Large-Scale Multistage Stochastic Optimization

ICML 2023oral

Solving large-scale multistage stochastic programming (MSP) problems poses a significant challenge as commonly used stagewise decomposition algorithms, including stochastic dual dynamic programming (SDDP), face growing time complexity as the subproblem size and problem count increase. Traditional ap…

Cited by 2SourcePDFScholar