Juyeon Kim

M.S. Student, KAIST AI

juyeonkim [AT] kaist.ac.kr

About

Hello! I am an M.S. student at KAIST AI, where I'm advised by Prof. Kijung Shin at Data Mining Lab. I am also a research intern at LG AI Research. Prior to that, I received my B.S. in Applied Statistics and Computer Science from Yonsei University. My research interests lie in Information Retrieval, especially in Multimodal Retrieval, Structured Retrieval and Agentic Search. I am also interested in Multimodal Learning, particularly Vision-Language Models (VLMs) and Omni-modal Models.

Publications

[C6] Hybrid-Vector Retrieval for Visually Rich Documents: Combining Single-Vector Efficiency and Multi-Vector Accuracy

Juyeon Kim, Geon Lee, Dongwon Choi, Taeuk Kim, Kijung Shin

ACL 2026 Findings

Paper Code HF Dataset

[C5&W2] Pre-Deployment Advertisement Ranking under Data Scarcity via Context-Aware Criteria Generation with VLMs

Kyungho Kim*, Yeonje Choi*, Gyurim Hwang, Sejin Chung, Hongseok Lee, Myeong Ho Song, Yeongho Kim, Sunwoo Kim, Jongha Lee, Juyeon Kim, Kijung Shin

ACL 2026 Industry (Oral) & ICLR 2026 DATA-FM Workshop

Paper Code

[C4] ReFuGe: Feature Generation for Prediction Tasks on Relational Databases with LLM Agents

Kyungho Kim, Geon Lee, Juyeon Kim, Dongwon Choi, Shinhwan Kang, Kijung Shin

WWW 2026 Short

Paper Code

[C3] RDB2G-Bench: A Comprehensive Benchmark for Automatic Graph Modeling of Relational Databases

Dongwon Choi, Sunwoo Kim, Juyeon Kim, Kyungho Kim, Geon Lee, Shinhwan Kang, Myunghwan Kim, Kijung Shin

NeurIPS 2025 Datasets & Benchmarks

Paper Code

[C2] KGMEL: Knowledge Graph-Enhanced Multimodal Entity Linking

Juyeon Kim, Geon Lee, Taeuk Kim, Kijung Shin

SIGIR 2025 Short

Paper Code Video

[C1] Text2Chart31: Instruction Tuning for Chart Generation with Automatic Feedback

Fatemeh Pesaran zadeh, Juyeon Kim, Jin-Hwa Kim, Gunhee Kim

EMNLP 2024 Main (Oral)

Paper Code Project

[W1] Re-Ex: Revising after Explanation Reduces the Factual Errors in LLM Responses

Juyeon Kim, Jeongeun Lee*, Yoonho Chang*, Chanyeol Choi, Junseong Kim, Jy-yong Sohn

ICLR 2024 R2-FM Workshop

Paper Code
Education

Korea Advanced Institute of Science and Technology (KAIST) Sep.2024 - Present
M.S. in Artificial Intelligence

Yonsei University Mar.2020 - Aug.2024
B.S. in Applied Statistics & Computer Science

University of California, Los Angeles (UCLA) Jan.2023 - Jun.2023
UCEAP Exchange Student, Computer Science

Work Experience

LG AI Research Mar.2026 - Present
Research Intern @ Superintelligence Lab

LinqAlpha Sep.2023 - Feb.2024
Research Intern (Advisor: Prof. Jy-yong Sohn)

LG H&H Jul.2022 - Aug.2022
Data Scientist Intern

GenON May.2022 - Jun.2022
DX Strategy Research Assistant

Extracurricular Activities

GDGoC (Google Developer Groups on Campus) Aug.2023 - Jun.2024
ML/AI Part Leader (Core)

YAI (Yonsei Artificial Intelligence) Jul.2021 - Jan.2024
Research Member, Industry-Academia Cooperation Officer

Juyeon Kim
Based on Martin Saveski's template