BIMSA > Workshop on Topology and Its Applications to AI
Workshop on Topology and Its Applications to AI
The detection and interpretation of high-order structures in the natural sciences is a fundamental and challenging task across diverse disciplines. The rapid progress of artificial intelligence(AI) and mathematical methodologies has led to significant breakthroughs in fields such as biology, materials, and beyond. While considerable advancements have been made in biological and materials sciences through the integration of AI and mathematics, many unresolved issues still require exploration of enhanced and novel mathematical approaches.

In recent years, TDA and GLMY theory have emerged as promising and practical tools for navigating complex networks, as well as in biology and material science. We are organizing a workshop at the Shuangqing Building, No. 77 Shuangqing Road, Haidian District, Beijing (清华大学，双清综合楼), to facilitate communication and collaboration among young people. This workshop aims to explore the potential application scenarios and possibilities of traditional topology, applied topology, and GLMY theory in the fields of statistics, complex networks, materials science, and AI.

This workshop is organized by Beijing Institute of Mathematical Sciences and Applications (BIMSA).
Organizers
Jingyan Li , Xiang Liu , Jie Wu , Rongling Wu , Shuang Wu , Kelin Xia , Mengmeng Zhang
Speakers
Chunguang Chen ( Institute of Mechanics , High Magnetic Field Laboratory of the Chinese Academy of Sciences )
Xiang Liu ( Michigan State University )
Bingxu Wang ( Peking University Shenzhen Graduate School )
Jie Wu ( BIMSA )
Rongling Wu ( BIMSA , YMSC )
Shuang Wu ( BIMSA )
Kelin Xia ( Nanyang Technological University )
Juxin Yang ( BIMSA )
Yang Yuan ( Tsinghua University )
Yunpeng Zi ( BIMSA )
Date
21st ~ 22nd May, 2024
Location
Weekday Time Venue Online ID Password
Tuesday,Wednesday 10:00 - 17:00 Shuangqing-C548 ZOOM 2 638 227 8222 BIMSA
Schedule
Time\Date May 21
Tue		 May 22
Wed
10:00-10:40 Kelin Xia Chunguang Chen
10:50-11:30 Yang Yuan Shuang Wu
11:30-11:45 Jie Wu Rong Ling Wu
14:10-14:50 Yun Peng Zi Bingxu Wang
15:00-15:40 Xiang Liu
15:00-17:30 Xiang Liu
15:50-16:30 Ju Xin Yang
16:30-17:30 Kelin Xia

*All time in this webpage refers to Beijing Time (GMT+8).

Program
    21st May, 2024

    10:00-10:40 Kelin Xia

    Mathematical AI for Molecular Sciences

    10:50-11:30 Yang Yuan

    Positioning is intelligence

    11:30-11:45 Jie Wu

    Free Discussion

    14:10-14:50 Yunpeng Zi

    Geometry and topology of amyloid fibrils

    15:00-15:40 Xiang Liu

    Graph complex based molecular representation for drug design

    15:50-16:30 Juxin Yang

    Some methods of computing homotopy groups

    16:30-17:30 Kelin Xia

    Free Discussion

    22nd May, 2024

    10:00-10:40 Chunguang Chen

    The reliability analyses in lithium-ion batteries

    10:50-11:30 Shuang Wu

    Applications of GLMY theory in metabolomic networks of complex diseases

    11:30-11:45 Rongling Wu

    Free Discussion

    14:10-14:50 Bingxu Wang

    Path topology and GLMY theory-assisted machine learning framework for material prediction and generation

    15:00-17:30 Xiang Liu

    Free Discussion & Thesis Defense