Minhyuk Seo

I'm a Post-Master Researcher SNU Machine Perception and Reasoning Lab at Seoul National University advised by Prof. Jonghyun Choi. My research focus is 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.

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    News

       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


Seoul National University
Post-Master Researcher at SNUMPR Lab (Sep. 2024 ~ Present)
Advisor: 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,
arXiv (Under Review)
[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
Minhyuk Seo*, Byeonghwi Kim*, 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, ICLR, AISTATS, TPAMI, NeurIPS, CoRL @ LLHomeRobots2024, NeurIPS Benchmark Track


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