Beijing Institute of Mathematical Sciences and Applications Beijing Institute of Mathematical Sciences and Applications

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About
President
Governance
Partner Institutions
Visit
People
Management
Faculty
Postdocs
Visiting Scholars
Staff
Research
Research Groups
Courses
Seminars
Join Us
Faculty
Postdocs
Students
Events
Conferences
Workshops
Forum
Life @ BIMSA
Accommodation
Transportation
Facilities
Tour
News
News
Announcement
Downloads
Qiuzhen College, Tsinghua University
Yau Mathematical Sciences Center, Tsinghua University (YMSC)
Tsinghua Sanya International  Mathematics Forum (TSIMF)
Shanghai Institute for Mathematics and  Interdisciplinary Sciences (SIMIS)
BIMSA > Artificial Intelligence and Machine Learning
Artificial Intelligence and Machine Learning

Research Group

  • Algebraic Geometry
  • Algebraic Topology and its Applications
  • Analysis and Geometry
  • Artificial Intelligence and Machine Learning
  • Computational Mathematics
  • Digital Economy
  • General Relativity and Partial Differential Equations
  • Mathematical Physics
  • Number Theory and Representation Theory
  • Quantum Fields and Strings
  • Quantum Symmetry
  • Statistics, Probability and Data Science
Introduction
Artificial intelligence represents a crucial research frontier and application avenue within modern information technology, bringing tremendous innovation opportunities and commercial values across diverse industries, and increasingly showcasing vitality and appeal. The main research directions of the Artificial Intelligence and Machine Learning Group are as follow:
(1) Employing machine learning methods to solve equations of mathematical physics derived from first principles.
(2) Utilizing theories of partial differential equations to understand and elucidate the processes and mechanisms of machine learning, and to enhance them.
(3) Integrating data-driven machine learning methods and numerical methods in solving partial differential equations to tackle a broader spectrum of mathematical problems.
(4) Researching and applying new mathematical methods to resolve newly emerged, interdisciplinary problems spanning natural science, engineering, biology, economics, finance, and social sciences.
(5) Leveraging machine learning methods to model and forecast complex systems, addressing challenges such as high dimensionality, uncertainty and nonlinearity for the prediction of the future development of the systems.
(6) Developing optimization theory and algorithms and implementing cutting-edge optimization solvers for large-scale nonconvex and non-smooth machine learning models.
(7) Studying the foundations of AI, including topics such as knowledge representation, logical inference, epistemic logic, formal verification, μ-calculus, game semantics, statistical inference, and game tree analysis.
(8) Conducting deep semantic analysis and understanding of various types of text, images, and audio and video data, and mining semantic associations between entities, by leveraging cutting-edge machine learning, natural language processing, large language modeling, and multimodal analysis technologies.
PI
Xiao Ming John Zhang

Xiao Ming John Zhang

Professor

Yuan Zhou

Yuan Zhou

Associate Professor

Group Assistant
Ping Zhang

Ping Zhang

Research Assistant

Faculty
Yun Feng Cai

Yun Feng Cai

Professor

Qi Feng

Qi Feng

Professor

Ming Ming Sun

Ming Ming Sun

Professor

Kazuyuki Tanaka

Kazuyuki Tanaka

Professor

Yi Shuai Niu

Yi Shuai Niu

Associate Professor

Ya Qing Wang

Ya Qing Wang

Associate Professor

Miao He

Miao He

Assistant Professor

Wen Juan Li

Wen Juan Li

Assistant Professor

Cong Wei Song

Cong Wei Song

Assistant Professor

Hai Hua Xie

Hai Hua Xie

Assistant Professor

Postdocs
Mehari Endalew

Mehari Endalew

Postdoc

Rui Ze Gao

Rui Ze Gao

Postdoc

Visitors
Peter Richtárik

Peter Richtárik

Visiting Scholar

Student

Yinzhu Cheng

PhD Candidate

Kai Duo

PhD Candidate

Yuzhong Hu

Yuzhong Hu

PhD Candidate

Lei Ma

PhD Candidate

Xiangfei Meng

PhD Candidate

Yuhao Qi

Yuhao Qi

PhD Candidate

Sheng Ran

Sheng Ran

PhD Candidate

Zihua Wang

Zihua Wang

PhD Candidate

Huzhi Xue

PhD Candidate

Qian Zhang

Qian Zhang

PhD Candidate

Jiarong Zuo

PhD Candidate

Beijing Institute of Mathematical Sciences and Applications
CONTACT

No. 544, Hefangkou Village Huaibei Town, Huairou District Beijing 101408

北京市怀柔区 河防口村544号
北京雁栖湖应用数学研究院 101408

Tel. 010-60661855
Email. administration@bimsa.cn

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