About Me
Hi, I’m Je-Eon Bae, a Ph.D.student in Artificial Intelligence at POSTECH.
I am passionate about using machine learning to maximize economic and societal value. To achieve this goal, I am researching ways to make machine learning more user-friendly and practical so that people from all walks of life can benefit from its potential.
Currently, my research is focused on two specific areas: Data-efficient Learning and Interpretable neural networks.
Experience
Under the supervision of Prof.Namhoon Lee, I interned at the Machine Learning Lab, POSTECH.
Under the supervision of Prof.Sungho Bae, I interned at the Machine Learning and Visual Computing Lab, Kyung Hee university.
Education
Kyung Hee University
Industrial Engineering & Software Engineering (GPA: 4.22/4.5)
March 2017 - June 2023
While I was an undergraduate student at Kyung Hee University, I earned a dual degree in Industrial Engineering and Software Engineering.
Under the supervision of Prof.Namhoon Lee, I am currently in a Ph.D. & Combined program at POSTECH.
Publications
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Jeeon Bae, Sungbin Shin, Namhoon Lee, Semi-supervised Concept Bottleneck Models, ICML 2023 Workshop on AI HCI
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Jeeon Bae, Two-Stage Test Time Intervention for Korean OCR Models, KCC 2023. Excellent Paper Award
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Jeeon Bae, Daeho Lee, Semi-Supervised Object Detection with Flexible EMA, KCC 2023. Best Paper Award
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Jeeon Bae, Sungho Bae, Adaptive Regularization Loss for Improving Quality of Pseudo-label in Class Imbalanced Semi-Supervised Learning, KSC 2022. Excellent Paper Award
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Jeeon Bae, Sungho Bae, Imbalance Loss with the Statistical Properties of Pseudo-labels in Class Imbalanced Semi-Supervised Learning, KSC 2022.
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Jeeon Bae, Hyundong Cho, Chanmi Park, SungHo Bae, WonHee Lee. Dataset Condensation with Gradient Matching Considering Model Biased Noise, KCC 2022. Excellent Paper Award
Honors and Awards
- 2017 SK Startup Club Contest Encouragement Award
- 2020 Kyung Hee University Software Idea Contest Encouragement Award
- 2020 Academic Excellence Award
- 2021 Academic Excellence Award
- 2022 Kyung Hee University Data Analysis Competition 1th place
- 2022 Kyung Hee University AI Competition 4th place
- 2022 Korea Software Conference Excellent Paper Award
- 2022 Korea Computer Science Conference Excellent Paper Award
- 2022 Kyung Hee University Software Mileage Contest Gold Prize
- 2022 Kyung Hee University Scholarship for Outstanding Activities
- 2023 Korea Computer Science Conference Excellent Paper Award
- 2023 Korea Computer Science Conference Best Paper Award
Patents
- Applied for a patent for the alarm device, ALARM DEVICE THAT DO NOT DISTURB OTHERS on August 9, 2017.