Juhui Wei

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…