Contents
Education
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Korea Advanced Institute of Science and Technology (KAIST)
| Sep.2024 - Present M.S. in Artificial Intelligence (advisor: Jong Chul Ye)
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Korea University
| Mar.2020 - Aug.2024 B.S. in Mathematics & Artificial Intelligence
Publications
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InverseCrafter: Efficient Video ReCapture as a Latent Domain Inverse Problem
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arXiv preprint
InverseCrafter is an inpainting inverse solver that reformulates the 4D generation task as an inpainting problem solved in the latent space.
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Alignment-Guided Score Matching for Text-to-Image Alignment in Diffusion Models
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ICML 2026 Spotlight (536/6352=2.2%)
AGSM improves text–image alignment using score-level preference optimization with a Plackett–Luce objective without an explicit reward. By explicitly guiding positive and negative pairs within the diffusion score-matching loss, AGSM reduces SoftREPA’s failure modes while improving generation and editing across different backbones.
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FlowAlign: Trajectory-Regularized, Inversion-Free Flow-based Image Editing
Code
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ICLR 2026
FlowAlign is an inversion-free, flow-based image editing method that achieves smooth and stable trajectories through a flow-matching loss. It also enables reversible editing by leveraging the intrinsic properties of ODE-based transformations.
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DreamMakeup: Face Makeup Customization using Latent Diffusion Models
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WACV 2026
DreamMaekup is a face makeup customization method that can get various conditioning as input - reference images, RGB colors, textual descriptions.
2025
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GaussianTalker: Real-Time High-Fidelity Talking Head Synthesis with Audio-Driven 3D Gaussian Splatting
Code
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ACM MM 2024
GaussianTalker is a framework for real-time generation of pose-controllable talking heads. It leverages the fast rendering capabilities of 3D Gaussian Splatting (3DGS) while addressing the challenges of directly controlling 3DGS with speech audio.