2023-2026, (Ongoing), Recommender system for personalized curation service, with ETRI

2022, CPU thermal management via Physics-Informed Neural Networks, with AMSquare.

2022, Recommender system for marketing, with TOOBPlus. 

2019, Douzone big data platform, with DOUZONE ICT Group. (as a researcher)

2018, Automated accounting system, with DOUZONE ICT Group. (as a visiting researcher)

2018, Bankruptcy prediction model using Management Information Systems (MIS) data, with DOUZONE ICT Group. (as a researcher) 

2017, Text Classification and Topic modeling, with MTCom. (as a researcher) 

2022.06 - 2025.02, Toward stable and efficient training of Physics-Informed Neural Networks (PINNs), NRF.

2021, BK21 FOUR graduate student paper award, POSTECH. 

2019, 7th place, Voice activity detection & Sound source localization, IITP AI Grand Challenge.

2018, 3rd place, Movie Recommendation & Ranking, SK Telecom & SK Broadband.

2017, 1st place, Used-car pricing model, SK C&C.