– Research: Self-attention Based Deep Direct Recurrent Reinforcement Learning with Hybrid Loss for Trading Signal Generation (*Information Sciences*)
– Research: The Future Service Scenarios of 6G Telecommunications Technology (*Telecommunications Policy*)
– Project: Future Forecasting through Digital Twin Construction of the National Innovation System, Ministry of Science and ICT
– Project: Human-in-the-loop AI: Future Collaborative Intelligence for Human–AI Co-evolution, Basic Research Laboratory Program, Ministry of Science and ICT
– Project: Development of an Emerging Technology Discovery Model, SK Innovation
– Project: Identification of Promising Future Technologies Based on 2050 Future Scenarios, Hyundai Motor Company