Projects

Research grants and industry collaborations, with the funding program for each.

Research grants 7

2026 – 2033ongoing
Center for foundations of mathematical algorithms and security Science Research Center (SRC) · National Research Foundation of Korea (NRF)
001100110011100010000101111110100010111111101
2026 – 2032ongoing
SOTA-MATH: center for specialized orchestration and training of AI for frontier mathematics AI4S&T · National Research Foundation of Korea (NRF)
AIπ
2026 – 2031ongoing
Beyond transformer, beyond next-token prediction: hierarchical spectral state-space model with mathematical guarantees and unified learning algorithms Next Generation AI+S&T · National Research Foundation of Korea (NRF)
2024 – 2031ongoing
Intelligent national defense swarm system ITRC · Institute for Information & Communications Technology Planning & Evaluation (IITP)
2024 – 2027ongoing
Artificial intelligence-based end-to-end framework for black-box combinatorial optimization Young Researcher Grant · National Research Foundation of Korea (NRF)
?f(x) unknown10110010evaluations
2024 – 2025completed
Deep learning foundation model for combinatorial optimization and its applications to various industrial problems Basic Research Lab (BRL) · National Research Foundation of Korea (NRF)
2021 – 2023completed
Combinatorial optimization for data-driven decision making Young Scientist Fellowship (YSF) · Institute for Basic Science (IBS)

Industry projects 3

2025completed
Generative AI-based JEDEC vector generator SK Hynix
GEN AICLKCS_nCADQSDQ
2024completed
Multi-system IO margin optimization via test mode register set (TMRS) combination search Samsung Electronics, DRAM AE Team
TMRSr0r1r2r3r4r5
2023completed
Optimal test mode register set (TMRS) combination search Samsung Electronics, DRAM AE Team
register setting × valuebest margin so far