Wonje Jeung

I have just been admitted to the direct Ph.D. program in Interdisciplinary Program in Artificial Intelligence(IPAI) at the Machine Perception and Reasoning Lab at Seoul National University, under the guidance of Professor Jonghyun Choi. My research interests lie in continual learning and machine unlearning. I will be starting my program in two months.

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Research

An Information Theoretic Metric for Evaluating Unlearning Models
Donjae Jeon*, Wonje Jeung*, Taeheon Kim, Albert No, Jonghyun Choi
arXiv, 2024
[pdf] [bibtex]

The paper introduces an information-theoretic metric for evaluating machine unlearning models, which helps assess how effectively models forget specific data while preserving overall performance.

Learning Equi-angular Representations for Online Continual Learning
Minhyuk Seo, HyunSeo Koh, Wonje Jeung, Minjae Lee, San Kim, Hankook Lee, Sungjun Cho, Sungik Choi, Hyunwoo Kim, Jonghyun Choi
CVPR, 2024
[pdf] [bibtex] [code]

The paper proposes a method to improve online continual learning by addressing underfitting from limited training, enhancing the model's adaptability to streaming data.

Award

2nd Place in Class-Incremental with Repetition (CIR) using Unlabeled Data - 5th CLVISION workshop @ CVPR 2024