3 papers
cs.LG2025
Dual-Forecaster: A Multimodal Time Series Model Integrating Descriptive and Predictive Texts
Wenfa Wu, Guanyu Zhang, Zheng Tan +2
Most existing single-modal time series models rely solely on numerical series, which suffer from the limitations imposed by insufficient information. Recent studies have revealed t…
cs.LG2025
LeForecast: Enterprise Hybrid Forecast by Time Series Intelligence
Zheng Tan, Yiwen Nie, Wenfa Wu +22
Demand is spiking in industrial fields for multidisciplinary forecasting, where a broad spectrum of sectors needs planning and forecasts to streamline intelligent business manageme…
cs.AI2023
Probabilistic Forecast Reconciliation with Kullback-Leibler Divergence Regularization
Guanyu Zhang, Feng Li, Yanfei Kang
As the popularity of hierarchical point forecast reconciliation methods increases, there is a growing interest in probabilistic forecast reconciliation. Many studies have utilized…