I am a postdoctoral researcher at the POSTECH MINDS, POSTECH. I received a Ph.D. in February 2025 from POSTECH under the supervision of Prof.Jae-Hun Jung. My research focuses on integrating Topological Data Analysis (TDA) with modern machine learning.
I have received an AATRN speaker invitation! The talk schedule and zoom link will be updated soon.
2025-11-19, our paper "PHLP: Sole Persistent Homology for Link Prediction - Interpretable Feature Extration" is accepted to Neurocomputing! https://doi.org/10.1016/j.neucom.2025.132147
Our work "Topological Alignment of Shared Vision-Language Embedding Space" will be presented at the NeurIPS 2025 workshop UniReps: Unifying Representations in Neural Models (Extended Abstract Track, Non-Archival). It is also currently under review in another venue's main conference track.
Mar. 2025 - present, Postdoctoral Researcher, POSTECH Mathematical Institute of Data Science (Mentor: Jae-Hun Jung)
Mar. 2023 - Feb. 2026, Technical Research Personnel (전문연구요원), serve as alternative military service in POSTECH
Feb. 2020 - Feb. 2025, Ph.D. in Mathematics, POSTECH (Advisor: Jae-Hun Jung)
Mar.2016 - Feb. 2020, B.S., DGIST
Topological Data Analysis, Persistent Homology
Graph Neural Network, Link Prediction, Knowledge Graph
Model Compression, Knowledge Distillation
Multimodal Alignment, Large Language Models
Mar. 2025 - Feb. 2027, Basic Science Research Institute (BSRI) Grant, POSTECH
Nov. 2024, POSTECHIAN Fellowship - Innovation section, POSTECH
Sep. 2024, Excellence in Research, POSTECH Bk21 Four Mathematical Science Division
May. 2024, POSTECHIAN Fellowship - Innovation section, POSTECH
Apr. 2024, KMS 2024 Spring Conference - Best Poster Award
Dec. 2023, Proud POSTECHIAN Award - Student Division, POSTECH SIAM Student Chapter (PSSC)
Jun. 2023, POSTECH Alchemist Fellowship
Mar. 2023, 4th Korea Innovation Foundation AI SPARK Challenge - Air Compressor Anomaly Detection, Grand Prize ( Team Leader of PSSC)
Twenty-Ninth Annual Conference on Artificial Intelligence and Statistics @ AISTATS2026
Communications of the Korean Mathematical Society @ CKMS
Neurips Workshop: Unifying Representations in Neural Models @ UniReps2025
Algebraic Topology: Methods, Computation, & Science (ATMCS) series @ ATMCS11