Highlights from 2025/26 CALOP Winter Lecture

Day 1 (1/26/2026)

Registration

Orientation: Prof. Kangbok Lee (Dept. of Industrial and Management Engineering, POSTECH) (Video)

Day 1 Lecture: Prof. Seokhyeong Kang (Dept. of Electrical Engineering, POSTECH)

 - Lecture 1-1. Electronic Design Automation - Algorithm & Optimization for Chip Design (Video)

 - Lecture 1-2. AI-driven Electronic Design Automation: From Predictive Models to Agentic AI (Video)

    * The lecture was delivered in Korean.

Day 2 (1/27/2026)

Day 2 Lecture: Prof. Taewoo Lee (SNU Business School, Seoul National University)

 - Lecture 2-1. Introduction to Optimization, Data-Driven Decision-Making, Prescriptive Analytics (Video)

 - Lecture 2-2. Optimization under Uncertainty (Video)

 - Lecture 2-3. Data-Driven Modeling via Inverse Optimization (Video)

 - Lecture 2-4. Decision-Aware Machine Learning (Video)

Day 3 (1/28/2026)

Day 3 Lecture: Prof. Dabeen Lee (Dept. of Mathematical Sciences, Seoul National University)

 - Lecture 3-1. SDP for Max Cut and Binary Quadratic Maximization (Video)

 - Lecture 3-2. Subgradient Method for Submodular Minimization (Video)

 - Lecture 3-3. Online Mirror Descent for Reinforcement Learning (Video)

 - Lecture 3-4. Online Dual Mirror Descent for Resource Allocation (Video)

Day 4 (1/29/2026)

Day 4 Lecture: Dr. Changhoon Heo (POSCO Holdings)

 - Lecture 4-1. Fundamentals of Quantum Computing (Video)

    * The lecture was delivered in Korean and English.

Day 5 (1/30/2026)

Day 5 Lecture: Prof. Kun Soo Park (Dept. of Industrial Engineering, Seoul National University)

 - Lecture 5-1. Single-period Newsvendor Problem & New Approaches (Video)

 - Lecture 5-2. Data-driven JEO, Base Stock Policy (Video)

 - Lecture 5-3. DRL for Inventory Management, (s, S) policy (Video)

 - Lecture 5-4. Dual Sourcing Problem, Supply Chain Disruption (Video)