活动主题/Theme: AI for Science and Physics of AI
活动时间：2025年11月5日（星期二）
Time: 9:30-17:30, November 5 (Wednesday), 2025
活动地点：西湖大学教学楼 E13-103
Venue: E13-103, Yungu Campus, Westlake University
活动日程/Agenda
Physics of AI
|
9:30-10:00 |
Yuhai Tu (Flatiron) |
Introduction/Overview |
10:00-10:30 |
Ning Yang (PKU Chengdu) |
Stochastic Gradient Descent drives escape from sharper valleys during early transient dynamics |
10:30-11:00 |
Yikuan Zhang (PKU) |
Similarity of Stochastic Gradient Descent (SGD) Solution Ensemble |
Coffee Break |
11:30-12:00 |
Jiting Wei (PKU) |
Slingshot dynamics of Adam |
12:00-12:30 |
Xin-Ya Zhang (Westlake) |
Heavy-tailed update distributions arise from information-driven self- organization in non-equilibrium learning |
AI for Science |
14:00-14:30 |
Tailin Wu (Westlake) |
Generative models for physical simulation and control |
14:30-14:45 |
Peiyan Hu (Westlake) |
Generative models for solving chaotic inverse problems |
14:45-15:00 |
Tian Xia (Westlake) |
BuildArena: Multi-agent for engineering construction |
15:00-15:15 |
Chunzhuo Zhang (PKU Chengdu) |
Exploring foundation models for single cell transcriptomes |
15:15-15:30 |
Yunxiao Kan (PKU) |
Overfitting from the perspective of kernel method |
Coffee Break |
16:00-16:30 |
Kun Chen (ITP, CAS) |
Reasoning in LLMs: A Complex Network Perspective |
16:30-17:00 |
Zhiqin Xu (SJTU) |
从现象理解深度学习的隐式偏好 |
17:00-17:30 |
Yuhai Tu (Flatiron) |
Round table & Summary |
组织委员会：涂豫海、汤雷翰
Organizing Committee: Yuhai Tu, Leihan Tang
