Junu Kim
I’m Junu Kim, a Ph.D. student at the KAIST Graduate School of AI. My primary interest is in machine learning for healthcare (ML4H). I'm currently under the advisement of Professor Edward Choi and Han-Gil Jeong.
Contact
Spotlights
General-Purpose Retrieval-Enhanced Medical Prediction Model Using Near-Infinite History
Junu Kim, Chaeeun Shim, Bosco Seong Kyu Yang, Chami Im, Sung Yoon Lim, Han-Gil Jeong, Edward Choi
Asclepius: Publicly Shareable Clinical Large Language Model Built on Synthetic Clinical Notes
Sunjun Kweon*, Junu Kim*, Jiyoun Kim, Sujeong Im, Eunbyeol Cho, Seongsu Bae, Jungwoo Oh, Gyubok Lee, Jong Hak Moon, Seng Chan You, Seungjin Baek, Chang Hoon Han, Yoon Bin Jung, Yohan Jo, Edward Choi
[ACL 2024 Findings] [Github] [Huggingface]
Publications
- Towards Predicting Temporal Changes in a Patient's Chest X-ray Images based on Electronic Health Records [Arxiv]
Daeun Kyung, Junu Kim, Tackeun Kim, Edward Choi
- EHRFL: Federated Learning Framework for Heterogeneous EHRs and Precision-guided Selection of Participating Clients [Arxiv (ML4H 2024 Findings)] [Github]
Jiyoun Kim,
Junu Kim, Kyunghoon Hur, Edward Choi
- Universal EHR Federated Learning Framework [Arxiv (ML4H 2022)] [Github]
Junu Kim, Kyunghoon Hur, Seongjun Yang, Edward Choi
- GenHPF: Universal Healthcare Predictive Framework with Zero Domain Knowledge [JBHI] [Arxiv]
Kyunghoon Hur, Jungwoo Oh, Junu Kim, Jiyoun Kim, Min Jae Lee, Eunbyeol Cho, Seong-Eun Moon, Young-Hak Kim, Louis Atallah, Edward Choi
Projects & Abstracts
- Toward general‑purpose ICU predictive model: without task‑specific feature selection and infinite observation windows [ESICM LIVES 2023 Abstract]
Junu Kim, Chaeeun Shim, Edward Choi, Han-Gil Jeong
- CAMEL: Clinically Adapted Model Enhanced from LLaMA [Blog] [Github] [Demo]
Sunjun Kweon*,Junu Kim*, Seongsu Bae**, Eunbyeol Cho**, Sujeong Im**, Jiyoun Kim**, Gyubok Lee**, JongHak Moon**, JeongWoo Oh**, Edward Choi
Services
Reviewer
- ARR 2024 April
- ARR 2024 June
Sessions
- Korean Digital Convergent Neurosurgery Research Society (KDCNRS) Symposium
- Seoul AI Hub AI+Healthcare Tutorial Session [Link]
- KAIA 2024 Spring Tutorial [Github]
- KOSMI 2024 Winter School - Make your own LLM [Github]
- KoSAIM 2023 Summer School Hands-on Session: Transformer [Github]
- KoSAIM RGEMM (생성모델연구회) Seminar [Link]
Education
KAIST Graduate School for AI
MS-Ph.D. Integrated Course, 2022-Current
KAIST Computer Science
BSc Computer Science, 2018-2022