Author

Roland Kwitt

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Jul 2026

Exploring Zero-Shot Foundation Models for Multivariate Time Series Anomaly Detection

This work investigates the zero-shot application of a univariate forecasting FM, TimesFM, to industrial MTSAD on the Secure Water Treatment (SWaT) benchmark, and concludes that the proposed naive zero-shot FMs are unsuitable for MTSAD but promising for change-point detection.

M. Uray, S. Messineo, Roland Kwitt et al. · arXiv.org · 0 citations