Hello, I am a Postdoctoral Research Fellow at the International Research Center for Neurointelligence (WPI-IRCN) of The University of Tokyo Institutes for Advanced Study, JP.

Research

My research aims to derive practical approaches from first principles with mathematical rigor.

Research Focus: My work bridges theoretical fields: dynamical systems, information theory, and geometry – with applied domains such as machine learning and optimization.

Research Work: broadly categorized into two interconnected areas:

• Geometry, Information theory and Manifold Optimization
• Reservoir Computing: Universality, Operator Algebra, and Kernel Machines

Keywords: Optimization, Information Geometry, Differential Geometry, Reservoir Computing

Background & History

I was trained as both a pure mathematician and a computer scientist.

I received my Ph.D. from the University of Birmingham under the supervision of Peter Tino and Joshua Knowles. Prior to that I was at the University of Waterloo, where I completed my M.Math in Computational Mathematics under the supervision of the late Thomas Coleman and received a B.Math (Honors) in Pure Mathematics.

After receiving my Ph.D., I alternated between academia and industry, serving as a Researcher at Huawei’s Noah’s Ark Lab and later as a Senior Researcher in Huawei’s Theory Lab. I also held a Postdoctoral Research Fellowship at the University of Birmingham with Peter Tino.