Minhyuk Seo

I'm a Research Associate in ESAT-PSI Lab at KU Leuven, advised by Prof. Tinne Tuytelaars. My research focuses on continual learning, embodied AI and federated learning.

During my M.S., I was fortunate to work as a research intern at the Advanced Machine Learning team in LG AI research (2023).

I received my M.S. degree in Computer Science at Yonsei University under the supervision of Prof. Jonghyun Choi and B.S. degree in Computer Science from the same university.

CV / Email / Google Scholar / DBLP / Github

News

2025.03 I started as a Research Associate at KU Leuven under the supervision of Prof. Tinne Tuytelaars

2025.01 A paper is accepted at ICLR 2025 (Spotlight Presentation) about efficient continual learning

2024.09 I am invited to give a talk in Naver Labs - Recent research on continual learning

2024.06 Two papers accepted at CoLLAs 2024 Workshop Tack

2024.06 I am invited to give a talk in Apple research - Practical set‐ups and methods for continual learning

2024.02 A paper is accepted at CVPR 2024 about online continual learning

2024.01 A paper is accepted at ICLR 2024 about embodied continual learning

Work Experience

	KU Leuven Researcher at ESAT-PSI Lab (Feb. 2025 ~ Current) Advisor: Prof. Tinne Tuytelaars
	Seoul National University Researcher at SNUMPR Lab (Sep. 2024 ~ Feb. 2025) Advisor: Prof. Jonghyun Choi
	LG AI Research Research Intern at AML Team (Feb. 2023 ~ Aug. 2023) Mentor: Hankook Lee

Publications

	Just Say the Name: Online Continual Learning with Category Names Only via Data Generation Minhyuk Seo, Seongwon Cho, Minjae Lee, Diganta Misra, Hyeonbeom Choi, Seon Joo Kim, Jonghyun Choi, arXiv (Under Review) [pdf] [bibtex]
	Budgeted Online Continual Learning by Adaptive Layer Freezing and Frequency-based Sampling Minhyuk Seo, Hyunseo Koh, Jonghyun Choi, ICLR 2025 (Spotlight Presentation) [pdf] [bibtex]
	Learning Equi-angular Representations for Online Continual Learning Minhyuk Seo Hyunseo Koh, Wonje Jeung, Min Jae Lee, San Kim, Hankook Lee, Sungjun Cho, Sungik Choi, Hyunwoo Kim, Jonghyun Choi, CVPR 2024 [pdf] [bibtex] [code]
	Online Continual Learning for Interactive Instruction Following Agents Byeonghwi Kim, Minhyuk Seo, Jonghyun Choi ICLR 2024** [pdf] [bibtex] [code]
	Online Boundary-Free Continual Learning by Scheduled Data Prior Hyunseo Koh, Minhyuk Seo, Jihwan Bang, Hwanjun Song, Deokki Hong, Seulki Park, Jung-Woo Ha, Jonghyun Choi ICLR 2023 [pdf] [bibtex] [code]

Awards

2st Place Award - Class-Incremental with Repetition Scenario Challenge - CLVISION Workshop @ CVPR 2024
Bronze Prize - Outstanding Paper Awards - IPIU 2024
1st Place Award - Continual Test-time Adaptation for Object Detection Challenge - VCL Workshop @ ICCV 2023
1st Place Award (Minister of Science, ICT and Future Planning Award) - HANIUM ICT competition 2019

Scholarships

Kwanjeong Educational Foundation Scholarship for Graduate Student
- Full tuition and stipend of $ 9,000 per year
- Mar 2023 — Aug 2024
Yonsei Bachelor & Master Program Scholarship
- Full tuition of $ 10,000 per year
- Select two students from the department each year)
- Mar 2023 — Aug 2024
Kwanjeong Educational Foundation Scholarship for Bachelor’s program
- Full tuition and stipend of $ 8,000 per year
- Mar 2021 — Feb 2023
KB Talent Development Scholarship
- Stipend of $ 2,200
- Jan 2022 — Dec 2022
Sejong Human resources and Lifelong Education Development Foundation
- Stipend of $ 1,500
- Jul 2021 — Dec 2021

Academic Services (Reviewer)

CVPR (2024-2025), ICLR (2024-2025), AISTATS (2025), TPAMI (2024 - 2025), NeurIPS (2024), NeurIPS Benchmark Track NeurIPS (2024), IROS (2025), CoRL @ LLHomeRobots2024

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