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Open access Sep 2026

Anomaly Detection in Long-term Time Series with Transformer and Variational Autoencoder

Transformer with Variational AutoEncoder is presented, a framework that combines a dual-embedding representation pipeline, a Transformer encoder for long-range dependency modeling, and VAE-based latent regularization of encoded features to provide an effective and robust solution for long-term time-series anomaly detec...

Xian-Kun Shi, Yibo Li, Ziqi Wang et al. · 0 citations

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