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Hai-Xuan Liu

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#artificial intelligence Preprint Oct 2026

Timer-M1: A Multivariate Time Series Foundation Model via Learning Primitives

We introduce Timer-M1, a pretrained multivariate time series foundation model that learns with primitives for zero-shot forecasting. Across domains, time series share elementary temporal and relational patterns, termed primitives, yet differ in how these primitives manifest and evolve across different contexts. Despite...

Hao-Ran Zhang, Hai-Xuan Liu, Xin Su et al. · 0 citations

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