Fascinating Supervisory Signals and Where to Find Them: Deep Anomaly Detection with Scale Learning

Due to the unsupervised nature of anomaly detection, the key to fueling deep models is finding supervisory signals. Different from current reconstruction-guided generative models and transformation-based contrastive models, we devise novel data-driven supervision for tabular data by introducing a ch...

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Hauptverfasser: Xu, Hongzuo, Wang, Yijie, Wei, Juhui, Jian, Songlei, Li, Yizhou, Liu, Ning
Format: Artikel
Sprache:eng
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