25–27 Sept 2025
College of Education (Bldg 301), Multipurpose Hall (1st Floor), Gyeongsang National University (Gajwa Cam)
Asia/Seoul timezone

A Review on Physics-Specific Foundation Models: from Particles to Cosmic Surveys

26 Sept 2025, 11:50
40m
124 (College of Education (Bldg 301), Multipurpose Hall (1st Floor), Gyeongsang National University (Gajwa Cam))

124

College of Education (Bldg 301), Multipurpose Hall (1st Floor), Gyeongsang National University (Gajwa Cam)

경상국립대학교 가좌캠퍼스 사범대학 교육1호관 1층 다목적홀 (301동 124호)

Speaker

Dr Won Sang Cho (IBS-CTPU-PTC)

Description

Foundation models - large, pretrained architectures adaptable across domains - are being explored in physics, from particle events to astrophysical data, though current evidence for their benefits and scope is mixed. This talk surveys emerging use cases, distinguishing what is empirically established from what remains speculative, with attention to embedding physical structure and constraints, and to open issues in uncertainty quantification, evaluation, and reproducibility. A particular focus is whether these models internalize world-model structure or rely primarily on task-specific heuristics and pattern matching.

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