2 papers
cs.LG2025
Advanced Long-term Earth System Forecasting
Hao Wu, Yuan Gao, Ruijian Gou +30
Reliable long-term forecasting of Earth system dynamics is fundamentally limited by instabilities in current artificial intelligence (AI) models during extended autoregressive simu…
cs.LG2024
Revisiting the Efficacy of Signal Decomposition in AI-based Time Series Prediction
Kexin Jiang, Chuhan Wu, Yaoran Chen
Time series prediction is a fundamental problem in scientific exploration and artificial intelligence (AI) technologies have substantially bolstered its efficiency and accuracy. A…