연구교류 세미나Generative Models as Optimization in the Space of Probability Measures
작성일2025-06-12작성자 박세영
접수기간2025-06-11 09:49 ~ 2025-06-16 10:00
행사기간2025-06-16 00:00
발표자권도현 교수(서울시립대학교)
# [유튜브 스트리밍 예정입니다: https://youtube.com/live/IsUpwHg4Wyw]
1. 일시: 2025년 6월 16일(월), 10:00-12:00
2. 장소: 판교 테크노밸리 산업수학혁신센터 세미나실
3. 경기 성남시 수정구 대왕판교로 815, 기업지원허브 231호 국가수리과학연구소(무료주차는 2시간 지원)
4. 발표자: 권도현 교수(서울시립대학교)
5. 주제: Generative Models as Optimization in the Space of Probability Measures
Abstract:
Generative models have shown impressive success across various machine learning tasks. This talk explores a unified view of generative modeling as optimization problems over the space of probability measures, with distances defined via the Monge-Kantorovich optimal transport problem. Building on this view, we explore recent advancements at the intersection of optimal transport, diffusion models, and energy-based models.