Accurate and Efficient Multi-Channel Time Series Forecasting via Sparse Attention Mechanism. - Lei Gao; HengDa Bao; Jingfei Fang; Guangzheng Wu; Weihua Zhou; Yun Zhou (CoRR, 2026)