Revisiting Energy-based Tabular Anomaly Detection: Energy and Reconstruction are Complementary

Junichiro Niimi

Tabular anomaly detection is dominated by classical density-proxy methods (Isolation Forest, OCSVM, LOF), reconstruction-based detectors (Autoencoders, VAEs), and modern non-parame…