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Youngrae Kim

Ph.D. Student
University of Southern California (USC)
youngrae (at) usc.edu


About Me

I am a second-year Ph.D. student in Computer Engineering at the University of Southern California (USC), where I am advised by Prof. Jay Kuo and Prof. Peter Beerel. This summer, I will be a Student Researcher at Google in Cambridge, MA. I previously earned my M.S. in Computer Science from the Korea Advanced Institute of Science and Technology (KAIST), where I was advised by Prof. Dongman Lee.

Research Interests

Areas: Video Understanding/Generation, Multimodal LLMs, Domain Adaptation

News

Publications

  1. Pre-Print
    MemRoPE: Training-Free Infinite Video Generation via Evolving Memory Tokens
    Youngrae Kim*, Qixin Hu*, Jay Kuo, Peter Beerel (* denotes equal contribution)
    Pre-Print
    PDF Project Page Code BibTex

  2. Pre-Print
    Rethinking Layer Redundancy in Large Language Models: Calibration Objectives and Search for Depth Pruning
    Minkyu Kim*, Vincent-Daniel Yun*, Youngrae Kim*, YoungJin Heo*, Suin Cho*, Seong-hun Kim*, Woosang Lim*, Gaeul Kwon* (* denotes equal contribution)
    Pre-Print

  3. Pre-Print
    Beyond the Mean: Three-Axis Fidelity for Aligning LLM-Based Survey Simulators from Small Pilot Data
    Eun Cheol Choi*, Youngrae Kim*, Prabhu Pugalenthi*, Hong-En Chen*, Bo-Ruei Huang* (* denotes equal contribution)
    Pre-Print

  4. Pre-Print
    Perturbation-Aware Training and Hardware Chopping for Robust Analog Neural Network Accelerators
    Maysara Hamada*, Youngrae Kim*, et al. (* denotes equal contribution)
    Pre-Print

  5. CVPRW
    SlotVTG: Object-Centric Adapter for Generalizable Video Temporal Grounding
    Jiwook Han*, Geo Ahn*, Youngrae Kim*, Jinwoo Choi (* denotes equal contribution)
    CVPRW 2026
    PDF

  6. WACV
    Feature Augmentation based Test-Time Adaptation
    Younggeol Cho*, Youngrae Kim*, Junho Yoon, Seunghoon Hong, Dongman Lee (* denotes equal contribution)
    WACV 2025
    PDF BibTex

  7. ECCV-Oral
    DEVIAS: Learning Disentangled Video Representations of Action and Scene
    Youngrae Kim*, Kyungho Bae*, Geo Ahn*, Jinwoo Choi (* denotes equal contribution)
    ECCV 2024 (Oral, 2.3% acceptance rate)
    PDF Project Page Code BibTex

  8. ECCV
    MetaWeather: Few-Shot Weather-Degraded Image Restoration
    Youngrae Kim*, Younggeol Cho*, Thanh-Tung Nguyen, Dongman Lee (* denotes equal contribution)
    ECCV 2024
    PDF Project Page Code BibTex

  9. ECCV-Workshop
    Beyond Entropy: Style Transfer Guided Single Image Continual Test-Time Adaptation
    Younggeol Cho*, Youngrae Kim*, Dongman Lee (* denotes equal contribution)
    ECCV 2024 Workshop on Vision-Centric Autonomous Driving
    PDF BibTex

  10. WACV
    Efficient Reference-based Video Super-Resolution (ERVSR): Single Reference Image Is All You Need
    Youngrae Kim*, Hoonhee Cho*, Jinsu Lim*, Minji Lee*, Ho-Jin Choi, Kuk-Jin Yoon, Dongman Lee (* denotes equal contribution)
    WACV 2023
    PDF Supplementary Code BibTex Short Talk

  11. Electronics
    Zone-Agnostic Greedy Taxi Dispatch Algorithm Based on Contextual Matching Matrix for Efficient Maximization of Revenue and Profit
    Youngrae Kim, Young Yoon
    Electronics, 2021.
    PDF BibTex


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