Publications

K-MetBench: A Multi-Dimensional Benchmark for Fine-Grained Evaluation of Expert Reasoning, Locality, and Multimodality in Meteorology

Soyeon Kim, Cheongwoong Kang, Myeongjin Lee, Eun-Chul Chang, Jaedeok Lee, and Jaesik Choi

Findings of the Annual Meeting of the Association for Computational Linguistics (ACL), 2026.Language modelsWeather and climate

📝arXiv

Unsupervised Concept Discovery for Deep Weather Forecast Models with High-Resolution Radar Data

Soyeon Kim, Junho Choi, Subeen Lee and Jaesik Choi

PLOS Climate, 2025.Explainable AIWeather and climate

📝arXiv

Deep-DFVAR: Dynamic Factor Vector Autoregression with Deep Learning for Regional House Price Index Forecasting

Jisu Yeo, Artyom Stitsyuk and Jaesik Choi

Neurocomputing, 2025.Weather and climate

📄Paper

Example-Based Concept Analysis Framework for Deep Weather Forecast Models

Soyeon Kim, Junho Choi, Subeen Lee and Jaesik Choi

Artificial Intelligence for the Earth Systems (AIES), 2025.Explainable AIWeather and climate

📄Paper

xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition

Artyom Stitsyuk and Jaesik Choi

AAAI Conference on Artificial Intelligence (AAAI), 2025.Time seriesWeather and climate

📄Paper💻Code

Explainable AI-Based Interface System for Weather Forecasting Model

Soyeon Kim, Junho Choi, Yeji Choi, Subeen Lee, Artyom Stitsyuk, Minkyoung Park, Seongyeop Jeong, Youhyun Baek and Jaesik Choi

International Conference on Human-Computer Interaction International (HCII), 2023.Explainable AIWeather and climate

📄Paper

Virtual Sensor-Powered Spatiotemporal Aggregation and Transformation: A Case Study Analyzing Near-Real-Time NEXRAD and Precipitation Gage Data in a Digital Watershed

Yong Liu, David J. Hill, Tarek Abdelzaher, Jin Heo,Jaesik Choi, Barbara Minsker, David Fazio

Environmental Information Management (EIM), 2008.Time seriesWeather and climate