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Xiaobo Wu

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Open access Aug 2026

TimeHome: Heterogeneous Mixture-of-Experts for Time-Series Foundation Model

TimeHome is a universal sparse transformer basic model for handling heterogeneous time series that incorporates a Heterogeneous Mixture-of-Experts (H-MoE) component, where different expert types are chosen dynamically based on a low-rank temperature-controlled gating mechanism to fit various sequence features.

Tao Zhang, Xiaobo Wu, Xing-Guo Li et al. · Remote Sensing · 0 citations