일시: 2025년 6월 16일(월), 10:00-12:00
장소: 판교 테크노밸리 산업수학혁신센터 세미나실
경기 성남시 수정구 대왕판교로 815, 기업지원허브 231호 국가수리과학연구소(무료주차는 2시간 지원)
발표자: 권도현 교수(서울시립대학교)
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.
일시: 2025년 6월 16일(월), 10:00-12:00
장소: 판교 테크노밸리 산업수학혁신센터 세미나실
경기 성남시 수정구 대왕판교로 815, 기업지원허브 231호 국가수리과학연구소(무료주차는 2시간 지원)
발표자: 권도현 교수(서울시립대학교)
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.