Minseon Gwak
Signal Processing and Control Lab (SPaC) minseon25@postech.ac.kr
My name is Minseon Gwak and I am a postdoctoral researcher with the Department of Electrical Engineering at Pohang University of Science and Technology (POSTECH). I work on deep state space models and efficient long sequence modeling, with a focus on the intersection of control theory and deep learning.
I earned my Ph.D. in deep seqeunce modeling with linear system theory from the Department of Electrical Engineering at POSTECH, under the supervision of Prof. PooGyeon Park. My work has been published in leading conferences and journals, including a main conference paper at NeurIPS 2024, and a regular paper in IEEE TII. I was honored with the Best Research of the Year Award in my department in both 2023 and 2024. During my Ph.D., I spent 6 months as a visiting scholar at Carnegie Mellon University. Prior to starting my Ph.D., I received the Best Graduation Capstone Project Award in 2018.
Selected publications
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Robust and explainable fault diagnosis with power-perturbation-based decision boundary analysis of deep learning modelsIEEE Transactions on Industrial Informatics, May 2023