The paper adapts FID and Inception Score to tabular data as FAED, FPCAD, and RFIS, and reports that FAED is the most sensitive to injected noise, mode drop, and mode collapse across three intrusion detection datasets.
Recol: Reconstruction error columns for outlier detection,
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Evaluating Generative Models for Tabular Data: Novel Metrics and Benchmarking
The paper adapts FID and Inception Score to tabular data as FAED, FPCAD, and RFIS, and reports that FAED is the most sensitive to injected noise, mode drop, and mode collapse across three intrusion detection datasets.