연구실적

MinJong Cheon · Assistant Professor, Department of Computer Science, Korea National Open University

Rescene: band-limited stochastic forcing turns a frozen neural weather operator into a climate emulator — M. Cheon, arXiv:2608.09971
MambaOutRS: A hybrid CNN-Fourier architecture for remote sensing image classification — C. Mun, H. Ha, T. Jung, M. Cheon, ICT Express (SCIE)
Robust for the Wrong Reasons: The Representational Geometry of LLM Robustness to Science Skepticism — M. Cheon, arXiv:2607.01951
Beyond Linear Superposition: Discovering Climate Features in AI Weather Models with KAN-SAE — M. Cheon, arXiv:2605.17493
KAN-CL: Per-Knot Importance Regularization for Continual Learning with Kolmogorov-Arnold Networks — M. Cheon, arXiv:2605.12306
HABAEK: High-Performance Water Segmentation Through Dataset Expansion — H. Joo, M. Cheon, KSII Transactions on Internet & Information Systems, 20(4), 1708 (SCIE)
Sonny: Breaking the compute wall in medium-range weather forecasting — M. Cheon, arXiv:2603.21284
Demystifying KAN for Vision Tasks: The RepKAN Approach — M. Cheon, arXiv:2603.06002

Understanding machine learning weather prediction by designing a cost-efficient model with knowledge-oriented modules — M. Cheon et al., Scientific Reports, 16(1), 2413 (SCIE)
Bridging KAN and MLP: MJKAN, a hybrid architecture with both efficiency and expressiveness — H. Joo, H. Choi, O. Lee, M. Cheon, ICT Express (SCIE)
Development of a Web Service to Enhance Highway User Satisfaction — Y. Nam et al., The International Journal of Advanced Culture Technology, 13(3), 170–180 (KCI)

Combining KAN with CNN: KonvNeXt's performance in remote sensing and patent insights — M. Cheon, C. Mun, Remote Sensing, 16(18), 3417 (SCIE)
Enhancing AI-CDSS with U-AnoGAN: Tackling data imbalance — C. Mun, H. Ha, O. Lee, M. Cheon, Computer Methods and Programs in Biomedicine, 244, 107954 (SCIE)
Towards efficient patent classification: Kolmogorov Arnold networks as an alternative to MLP — M. Cheon, C. Mun, Journal of Theoretical and Applied Information Technology, 102, 7688–7696 (Scopus)
Demonstrating the efficacy of kolmogorov-arnold networks in vision tasks — M. Cheon, arXiv:2406.14916
Kolmogorov-arnold network for satellite image classification in remote sensing — M. Cheon, arXiv:2406.00600
Karina: An efficient deep learning model for global weather forecast — M. Cheon et al., arXiv:2403.10555
Advancing data-driven weather forecasting: Time-sliding data augmentation of ERA5 — M. Cheon, D. Kang, Y.H. Choi, S.Y. Kang, arXiv:2402.08185

SR-AnoGAN: You Never Detect Alone. Super Resolution in Anomaly Detection (Student Abstract) — M. Cheon, Proceedings of the AAAI Conference on Artificial Intelligence, 37(13), 16194
Advancing meteorological forecasting: AI-based approach to synoptic weather map analysis — Y.H. Choi, S.Y. Kang, M. Cheon, arXiv:2411.05384 — Presented at Climate Informatics 2025