Subin Kim

Ph.D. student

KAIST AI

subin-kim [AT] kaist.ac.kr

About

I am a 4th year Ph.D. student at Algorithmic Intelligence Laboratory (ALIN-LAB), advised by Prof. Jinwoo Shin at Korea Advanced Institute of Science and Technology (KAIST). I received my B.S. in Electrical Engineering at KAIST in 2022. My research focuses on enhancing the scalability of machine learning models to better support real-world applications. Specifically, I develop scalable representations for diverse visual signals and design algorithms to scale data-centric foundation models. These algorithms enable effective generalization to real-world tasks, even with limited data, and dynamically expand model capabilities at inference-time.

Publications

Tuning-Free Multi-Event Long Video Generation via Synchronized Coupled Sampling

Subin Kim, Seoung Wug Oh, Jui-Hsien Wang, Joon-Young Lee, Jinwoo Shin

ICCV Findings, 2025

FontAdapter: Instant Font Adaptation in Visual Text Generation

Myungkyu Koo, Subin Kim, Sangkyung Kwak, Jaehyun Nam, Seojin Kim, Jinwoo Shin

Preprint

MC2: Multi-view Consistent Depth Estimation via Coordinated Image-based Neural Rendering

Subin Kim*, Seong Hyeon Park*, Sihyun Yu, Kihyuk Sohn, Jinwoo Shin

CVPR Workshop on Neural Rendering Intelligence, 2024

Collaborative Score Distillation for Consistent Visual Editing

Subin Kim*, Kyungmin Lee*, June Suk Choi, Jongheon Jeong, Kihyuk Sohn, Jinwoo Shin

NeurIPS, 2023

Learning Large-scale Neural Fields via Context Pruned Meta-Learning

Jihoon Tack, Subin Kim, Sihyun Yu, Jaeho Lee, Jinwoo Shin, Jonathan Richard Schwarz

NeurIPS, 2023

Video Probabilistic Diffusion Models in Projected Latent Space

Sihyun Yu, Kihyuk Sohn, Subin Kim, Jinwoo Shin

CVPR, 2023

Winners, Qualcomm Innovation Fellowship Korea 2023

Scalable Neural Video Representations with Learnable Positional Features

Subin Kim*, Sihyun Yu*, Jaeho Lee, Jinwoo Shin

NeurIPS, 2022

Winners, Qualcomm Innovation Fellowship Korea 2023

Tuning-Free Multi-Event Long Video Generation via Synchronized Coupled Sampling

Subin Kim, Seoung Wug Oh, Jui-Hsien Wang, Joon-Young Lee, Jinwoo Shin

ICCV Findings, 2025

FontAdapter: Instant Font Adaptation in Visual Text Generation

Myungkyu Koo, Subin Kim, Sangkyung Kwak, Jaehyun Nam, Seojin Kim, Jinwoo Shin

Preprint

MC2: Multi-view Consistent Depth Estimation via Coordinated Image-based Neural Rendering

Subin Kim*, Seong Hyeon Park*, Sihyun Yu, Kihyuk Sohn, Jinwoo Shin

CVPR Workshop on Neural Rendering Intelligence, 2024

Collaborative Score Distillation for Consistent Visual Editing

Subin Kim*, Kyungmin Lee*, June Suk Choi, Jongheon Jeong, Kihyuk Sohn, Jinwoo Shin

NeurIPS, 2023

Learning Large-scale Neural Fields via Context Pruned Meta-Learning

Jihoon Tack, Subin Kim, Sihyun Yu, Jaeho Lee, Jinwoo Shin, Jonathan Richard Schwarz

NeurIPS, 2023

Video Probabilistic Diffusion Models in Projected Latent Space

Sihyun Yu, Kihyuk Sohn, Subin Kim, Jinwoo Shin

CVPR, 2023

Scalable Neural Video Representations with Learnable Positional Features

Subin Kim*, Sihyun Yu*, Jaeho Lee, Jinwoo Shin

NeurIPS, 2022

Experience

Research Scientist Intern | Adobe Research (San Jose)Jun. 2025 - Sep. 2025

with mentors: Yiran Xu, Matt Fisher, Yifan Wang, Zhiqin Chen

Research Scientist Intern | Adobe FireFly (San Jose)Mar. 2025 - Jun. 2025

with mentors: Tobias Hinz, Mamshad Nayeem Rizve, Difan Liu, Yiran Xu

Research Scientist Intern | Adobe Research (San Jose)June. 2024 - Oct. 2024

with mentors: Seoung Wug Oh, Jui-Hsien Wang, Joon-Young Lee

AI Research Intern | Upstage AIAug. 2021 - Feb. 2022

Winter Internship | Samsung Electro-MechanicsJan. 2020 - Feb. 2020

Education

Korea Advanced Institute of Science and Technology (KAIST)Mar. 2022 - Present

Ph.D. Student in Artificial Intelligence

Korea Advanced Institute of Science and Technology (KAIST)Mar. 2017 - Feb. 2022

B.S. in Electrical Engineering

Academic Services

Conference Reviewer, ICML, NeurIPS, ICLR, SIGGRAPH, CVPR, ICCV

Journal Reviewer, IJCV, TMLR

Workshop Reviewer, SPIGM@ICML, INRV@CVPR

Honors & Awards

Winner, Qualcomm Innovation Fellowship Korea 2023

2nd Place, SAMSUNG AI Forum 2023

Recipient, Google Conference Scholarships (APAC) NeurIPS 2023

Demo, CVPR 2023, CVPR 2024

Art Gallery, CVPR 2023

Conference Scholar Award, NeurIPS 2022, CVPR 2023, NeurIPS 2023, CVPR 2024

1st place, Creative Space G A.I & IoT Hackathon