Overall, this model shows an improvement over the trade-off of β-V AEs as displayed in Figure 1

With more severe anomalies (test-AD-50) the Sparse V AE outperforms all other models on all metrics

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cs.LG · 2026-04-09 · unverdicted · novelty 5.0

β-VAE models for unsupervised anomaly detection show a reconstruction-detection trade-off mitigated by beta-scheduling and Sparse VAE.

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Mitigating the reconstruction-detection trade-off in VAE-based unsupervised anomaly detection cs.LG · 2026-04-09 · unverdicted · none · ref 6
β-VAE models for unsupervised anomaly detection show a reconstruction-detection trade-off mitigated by beta-scheduling and Sparse VAE.