Jian Cui
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126
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ML×1AI×1
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2026
VLBM: Variational Latent Basis Modeling for OOD Robust Multivariate Time Series Forecasting
The paper proposes VLBM, a latent basis modeling framework, to achieve state-of-the-art robustness in multivariate time series forecasting, particularly when facing rare but high-impact out-of-distribution (OOD) events.
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Papers
cs.LGcs.AIRecentJun 1, 2026
VLBM: Variational Latent Basis Modeling for OOD Robust Multivariate Time Series Forecasting
Xudong Zhang, Jierui Lei, Jiacheng Li, Lingdong Shen +2 more
The paper proposes VLBM, a latent basis modeling framework, to achieve state-of-the-art robustness in multivariate time series forecasting, particularly when facing rare but high-impact out-of-distrib…
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