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Seminar on Control Theory and Nonlinear Filtering
Seminar on Control Theory and Nonlinear Filtering
Invariant Gibbs measures and wave equation
Invariant Gibbs measures and wave equation
Organizer
Stephen S-T. Yau
Speaker
Jiayi Kang
Time
Friday, October 20, 2023 8:30 PM - 9:00 PM
Venue
Online
Abstract
I will give a brief overview of the connection between the Gibbs invariant measure and the wave equation. I will introduce the series of works with their motivation from a common starting point in differential geometry probabilistic differential equations.
Speaker Intro
Jiayi Kang received his Ph.D. in Mathematics from Tsinghua University in 2024. He joined the Beijing Institute of Mathematical Sciences and Applications (BIMSA) as an Assistant Researcher in July 2024, and became an Assistant Professor at the Hetao Institute for Mathematical and Interdisciplinary Sciences (HIMIS) in November 2025.
His research focuses on the intersection of deep learning, nonlinear filtering, and computational biology. His main research interests include: neural network-based filtering algorithms and their mathematical foundations, sampling methods in Wasserstein geometry, nonlinear filtering theory (including the Yau-Yau method) and its applications in climate science and other fields, as well as computational genomics and evolutionary system modeling. He is committed to solving complex problems in science and engineering using mathematical and machine learning methods.