공지사항
[일반] [생산서비스운영 초청 세미나] 권창현 교수님 (KAIST 산업및시스템공학과)
서울대학교 경영대학 생산서비스운영 전공에서 아래와 같이 연사 초청 세미나를 개최합니다.
관심 있는 분들의 많은 참여를 부탁드립니다.
일시: 2025년 12월 11일 (목) 14시 - 15시30분
장소: 58동 119호
발표자: 권창현 교수님 (KAIST 산업및시스템공학과)
Title: Learning-Based Approaches to Combinatorial Optimization in Urban Logistics
Abstract
Combinatorial optimization problems arising in urban logistics are often NP-hard, making them computationally challenging to solve at scale. Recent advances in machine learning have opened new avenues for tackling such problems, either as standalone solution strategies or by enhancing traditional optimization algorithms. This talk surveys a spectrum of learning-based approaches for transportation optimization, including: (i) end-to-end learning models, (ii) integration within exact algorithms, (iii) learning to guide local search, (iv) accelerating metaheuristics, (v) embedding within optimization formulations, and (vi) test-time search strategies. This talk will discuss the principles behind each approach, highlight representative applications, and reflect on both their current potential and open challenges for the future of transportation optimization.
