2 papers
cs.LG2026
TA-SparseMG: Trend-Aware Sparse Forecasting via Multi-Scale Gating for Long-Term Time Series
Wenchao Liu, Hongbing Wang, Youji Zhu +2
Long-term time series forecasting finds extensive applications in domains such as power demand, traffic flow, meteorological observation, and renewable energy dispatch. Forecasting…
cs.LG2026
PaAno+: Multiscale Encoding and Cross-Variable Attention for Time Series Anomaly Detection
Youji Zhu, Hongbing Wang, Wenchao Liu +2
Time-series anomaly detection has significant practical value for industrial and medical monitoring, as well as other critical domains. Current Transformer- and large-model-based d…