Schedule
MINDS SEMINAR
MINDS Seminar Series | Noseong Park (KAIST) - Secure Foundation Models for Any Resolution and Any Physics Simulations
MINDS SEMINAR
period : 2024-10-08 ~ 2024-10-08
time : 17:00:00 ~ 18:00
개최 장소 : Math Bldg 404 & Online streaming (Zoom)
Topic : Secure Foundation Models for Any Resolution and Any Physics Simulations
개요
| Date | 2024-10-08 ~ 2024-10-08 | Time | 17:00:00 ~ 18:00 |
| Speaker | Noseong Park | Affiliation | KAIST |
| Place | Math Bldg 404 & Online streaming (Zoom) | Streaming link | ID : 688 896 1076 / PW : 54321 |
| Topic | Secure Foundation Models for Any Resolution and Any Physics Simulations | ||
| Contents | Physics simulations are closely related to our daily lives, ranging from weather forecasting to virtual product designs. In this talk, I will first explore recent advancements in foundation models for physics simulations. I will then present a foundation model that i) protects training data from membership and model inversion attacks, even if its parameters are exposed, ii) solves any partial differential equations (PDEs) across various fields, and iii) operates across any spatiotemporal resolutions. Designing and training foundation models involve multiple aspects, so I will also detail our approach—from data collection to pre-training and fine-tuning these models. | ||
MinDS
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2024-09-02 10:13 ·
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