I am a PhD student at POSTECH in South Korea. My main research area is Responsible AI and Multi-modality. I believe that responsibility is essential to shape the AI behavior and multi-modality is necessary to build the intelligence like humans. I have research experience publishing in top-tier machine learning and computer vision conferences (ICLR, ICCV, ECCV) in related research areas as a first author.
I have been advised Prof. Tae-Hyun Oh. I worked as a research intern at NAVER AI LAB with mentors; Byeongho Heo, Dongyoon Han, and Seong Joon Oh.
Moon Ye-Bin*, Nam Hyeon-Woo*, Wonseok Choi, Nayeong Kim, Suha Kwak, Tae-Hyun Oh, SYNAuG: Exploiting Synthetic Data for Data Imbalance Problems, Pattern Recognition Letters (PRL), 2025 * equal contribution
Nam Hyeon-Woo, Moon Ye-Bin, Wonseok Choi, Lee Hyun, Tae-Hyun Oh, VLM’s Eye Examination: Instruct and Inspect Visual Competency of Vision Language Model, TMLR, 2025
Moon Ye-Bin*, Nam Hyeon-Woo*, Wonseok Choi, Tae-Hyun Oh, BEAF: Observing BEfore-AFter Changes to Evaluate Hallucination in Vision-language Models, ECCV, 2024 * equal contribution
Moon Ye-Bin*, Nam Hyeon-Woo*, Wonseok Choi, Nayeong Kim, Suha Kwak, Tae-Hyun Oh, Exploiting Synthetic Data for Data Imbalance Problems: Baselines from a Data Perspective, ICCV 2023 workshop * equal contribution
Nam Hyeon-Woo, Kim Yu-Ji, Byeongho Heo, Dongyoon Han, Seong Joon Oh, Tae-Hyun Oh, Scratching Visual Transformer's Back with Uniform Attention, ICCV 2023 [project page]
Kwon Byung-Ki, Nam Hyeon-Woo, Ji-Yun Kim, Tae-Hyun Oh, DFlow: Learning to Synthesize Better Optical Flow Datasets via a Differentiable Pipeline, ICLR 2023
Nam Hyeon-Woo, Moon Ye-Bin, and Tae-Hyun Oh, FedPara: Low-Rank Hadamard Product for Communication-Efficient Federated Learning, ICLR 2022
Bronze prizes award in Samsung HumanTech 2023 ($5,000 prize)
Scholarship student from SBS Cultural Foundation
Best Poster in POSTECH-Naver AI Day 2022
Qualcomm Innovation Fellowship Korea (QIFK) 2021. Qualcomm Korea AI Research ($4,000 prize)
PhD in Electrical Engineering, POSTECH, Pohang, South Korea, (2022 - current)
Master in Electrical Engineering, POSTECH, Pohang, South Korea, (2022)
Bachelor in Electrical Engineering, POSTECH, Pohang, South Korea, (2019)
EML Lab in Germany (2.2025 - current)
ML Research team in Naver AI Lab, South Korea, (2.2022 - 8.2022)