UNIST International Workshop on Machine Learning for Quantum Fields and Geometry 2025

Schedule



The talks will take place at UNIST.
Natural Sciences Building 108, Mathematics Reading Room 320

All times are in Korea Standard Time (UTC +9 hours).



Thursday - September 4, 2025
09:30 - 10:00 Welcome - Registration - Tea Break
10:00 - 10:45 Talk 1: Akinori Tanaka - "Understanding diffusion models by Feynman's path integral"
10:45 - 11:00 Q&A/Discussions
11:00 - 11:45 Talk 2: Song He - "Neural Ordinary Differential Equations for Mapping the Quark-Gluon Plasma via Holography"
11:45 - 12:00 Q&A/Discussions
12:00 - 13:30 Lunch Break
13:30 - 14:15 Talk 3:  Seong-Jin Lee - "Learning 3 dimensional topology with Graph Neural Networks"
14:15 - 14:30 Q&A/Discussions
14:30 - 15:15 Talk 4:  Brandon Robinson - "Machine Learning Ẑ Invariants for Plumbed 3-manifolds"
15:15 - 15:30 Q&A/Discussions
15:30 - 16:00 Tea Break
16:00 - 17:00 Colloquium:  Keun Yong Kim - "Deep Learning Spacetime from Quantum Data"
17:00 - 18:00 Discussions
18:00 - 20:00 Colloquium Dinner


Friday - September 5, 2025
09:30 - 10:00 Tea Break
10:00 - 10:45 Talk 5:  Daichi Takeda - "Machine-learning emergent spacetime from linear response"
10:45 - 11:00 Q&A/Discussions
11:00 - 11:45 Talk 6:  Sejin Kim - "AI-based solution to the inverse problem in holography"
11:45 - 12:00 Q&A/Discussions
12:00 - 13:30 Lunch Break
13:30 - 14:15 Talk 7: Jiakang Bao - "Do Androids Dream of Amoebae?"
14:15 - 14:30 Q&A/Discussions
14:30 - 15:15 Talk 8: Shailesh Lal - "FantAIstic Beasts and How to Find Them"
15:15 - 15:30 Q&A/Discussions
15:30 - 16:00 Tea Break
16:00 - 16:45 Talk 9: Namkyeong Cho - "Sobolev Training for Operator Learning"
16:45 - 17:00 Q&A/Discussions
17:00 - 17:45 Talk 10: Chanho Min - "Learning Count Distributions from Bags of Graph Instances via Convolution"
17:45 - 18:00 Q&A/Discussions
18:00 - 20:00 Workshop Dinner


Saturday - September 6, 2025
09:30 - 10:00 Tea Break
10:00 - 10:45 Talk 11: Yuji Hirono - "Data-driven discovery of self-similarity using neural networks"
10:45 - 11:00 Q&A/Discussions
11:00 - 11:45 Talk 12: Dongwook Ghim - "Quantum advantage pursued by Hamiltonian simulation"
11:45 - 12:00 Q&A/Discussions
12:00 - 13:30 Lunch Break