DualWeaver: Synergistic Feature Weaving Surrogates for Multivariate Forecasting with Univariate Time Series Foundation Models. - Jinpeng Li; Zhongyi Pei; Huaze Xue; Bojian Zheng; Chen Wang; Jianmin Wang (CoRR, 2026)