Sujong Lee

I'm an incoming Ph.D. student at NTU CCDS with Nanyang President's Graduate Scholarship (NPGS), advised by Prof. Atsushi Nitanda. Previously, I received B.Eng. in Electrical and Electronics Engineering with a Minor in Mathematics. I am also a researcher at Nanoforge AI. My research interests broadly lie in applied mathematics and their machine learning approach. I am specifically interested in probabilistic inference, including generative model and Monte Carlo methods.

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Research Interests

Generative Modeling: Investigating the theoretical foundations and efficiency of Diffusion Models, Flow Models, and their connection to Optimal Transport and Stochastic Control.

Neural Samplers: Developing advanced sampling techniques, particularly Monte Carlo Methods and their Neural Sampler approaches.

AI4Science: Applying machine learning to Materials Discovery, including research on the application of neural samplers to facilitate scientific innovation, especially on Materials.

Publications (* denote equal contribution)

Experiences

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