Scholar
Namkyeong Lee
Google Scholar ID: 88ZqjpwAAAAJ
KAIST
AI for Science
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Homepage
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Citations & Impact
All-time
Citations
571
H-index
11
i10-index
12
Publications
20
Co-authors
9
list available
Contact
Email
namkyeong96@kaist.ac.kr
CV
Open ↗
GitHub
Open ↗
Publications
8 items
MSP-LLM: A Unified Large Language Model Framework for Complete Material Synthesis Planning
2026
Cited
0
IR-Agent: Expert-Inspired LLM Agents for Structure Elucidation from Infrared Spectra
2025
Cited
0
Global Context-aware Representation Learning for Spatially Resolved Transcriptomics
2025
Cited
0
Thickness-aware E(3)-Equivariant 3D Mesh Neural Networks
2025
Cited
0
MedRep: Medical Concept Representation for General Electronic Health Record Foundation Models
2025
Cited
0
RAG-Enhanced Collaborative LLM Agents for Drug Discovery
2025
Cited
0
3D Interaction Geometric Pre-training for Molecular Relational Learning
arXiv.org · 2024
Cited
0
Retrieval-Retro: Retrieval-based Inorganic Retrosynthesis with Expert Knowledge
Neural Information Processing Systems · 2024
Cited
1
Resume (English only)
Academic Achievements
Paper accepted as a spotlight presentation at NeurIPS 2025 (top 3.18%)
Paper accepted by the Journal of Data-centric Machine Learning Research (DMLR)
Recognized as a 'Top Reviewer' at NeurIPS 2025
Gave a research talk titled 'Artificial Intelligence for Molecular Science' at the UNIST GSAI open seminar in October 2025
Gave a research talk titled 'Learning Multiple Modalities of Molecules: From GNNs to LLM Agents' at Genentech in October 2025
Research Experience
Conducting research at the Data Science and Artificial Intelligence Lab at KAIST
Collaborating closely with the Korea Research Institute of Chemical Technology (KRICT) on various projects
Served as a research intern at Naver Corporation
Served as a research intern at Genentech
Was a visiting scholar at the University of Illinois at Urbana-Champaign, mentored by Prof. Jimeng Sun
Co-authors
9 total
Chanyoung Park
Associate Professor, KAIST
Junseok Lee
Korea Advanced Institute of Science and Technology
Co-author 3
Jimeng Sun
Professor at University of Illinois Urbana-Champaign
Ehsan Hajiramezanali
Principal Research Scientist, Genentech
Edward De Brouwer
Genentech
Gabriele Scalia
Genentech
Tommaso Biancalani
Genentech
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