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cs.LG2026
Benchmarking IoT Time-Series AD with Event-Level Augmentations
Dmitry Zhevnenko, Ilya Makarov, Aleksandr Kovalenko +6
Anomaly detection (AD) for safety-critical IoT time series should be judged at the event level: reliability and earliness under realistic perturbations. Yet many studies still emph…
cs.LG2023
Interaction models for remaining useful life estimation
Dmitry Zhevnenko, Mikhail Kazantsev, Ilya Makarov
The paper deals with the problem of controlling the state of industrial devices according to the readings of their sensors. The current methods rely on one approach to feature extr…