2 papers
cs.LG2026
Enhanced Agriculture-informed Neural Network by Domain Knowledge
Ci Lin, Futong Li, Rose Chong-Wu +2
Accurate prediction of nitrous oxide (N2O) emissions from agriculture is important for assessing environmental impacts and supporting sustainable farming. However, prediction remai…
cs.LG2026
Preserving Temporal Dynamics in Time Series Generation
Ci Lin, Futong Li, Tet Yeap +1
Time-series data augmentation plays a crucial role in regression-oriented forecasting tasks, where limited data restricts the performance of deep learning models. While Generative…