SensorFault-Bench is a new CPS-grounded benchmark showing that clean-MSE rankings of forecasting models often disagree with their robustness under standardized sensor-fault scenarios across four real datasets.
Andrade, Cecília Rocha, Ricardo Silva, João P
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An updated public dataset of labeled multivariate time series from real oil wells featuring rare undesirable events for machine learning research.
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Benchmarking Sensor-Fault Robustness in Forecasting
SensorFault-Bench is a new CPS-grounded benchmark showing that clean-MSE rankings of forecasting models often disagree with their robustness under standardized sensor-fault scenarios across four real datasets.
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3W Dataset 2.0.0: a realistic and public dataset with rare undesirable real events in oil wells
An updated public dataset of labeled multivariate time series from real oil wells featuring rare undesirable events for machine learning research.