List of selected top journal articles published in recent five (5) years, sorted by publication date. 

• 1. • Younghwi Kim, Jaehoon Lee, Hyerim Bae*, Sunghyun Sim*, "How Will Arctic Shipping Emissions Evolve? A Spatiotemporal Topology-Aware Transformer Approach" (In revision for Transportation Research Part D: Transport and Environment, Nov 2025 (SSCI, IF 7.7 <Top 7%, https://papers.ssrn.com/sol3/papers.cfm?abstract_id=5373225,  Code)

     • Suhyun Jo, Gawon Lee, Jaehyeon Heo, Dohee Kim, Sunghyun Sim*, Hyerim Bae*, "Deep Learning Framework for Regional Maritime Collision Risk Assessment using CNN and Grad-CAM", Ocean Engineering, Nov 2025 (SCIE, IF 5.5,  <Top 3%, Code)

     • Sunghyun Sim, Dohee Kim, and Hyerim Bae*, "Correlation Recurrent Units: A Novel Neural Architecture for Improving the Predictive Performance of Time Series Data", IEEE Transactions on Pattern Analysis and Machine Intelligence, Oct 2023 (SCIE, <Top 1%, IF: 18.6, https://ieeexplore.ieee.org/document/10264112, Code)

     • Sunghyun Sim, Hyerim Bae*, and Ling Liu, "Bagging Recurrent Event Imputation for Repair of Imperfect Event Log with Missing Categorical Events", IEEE Transactions on Services Computing, Jan 2023 (SCIE, IF: 5.8, <Top 9%, Link, https://ieeexplore.ieee.org/document/9566796) 

     • Sunghyun Sim, Jin-Hyoung Park, and Hyerim Bae*, "Deep Collaborative Learning Model for Port-Air Pollutants Prediction using Automatic Identification System", Transportation Research Part D: Transport and Environment, Oct 2022 (SSCI, IF: 7.7, <Top 7%, https://doi.org/10.1016/j.trd.2022.103431)