Author

Xu Tan

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Conference Open access Sep 2026

AnoMamba: Aligning Reconstruction with Time Series Anomaly Detection via Selective Global Dependency Modeling

Reconstruction-based frameworks are widely adopted in Time Series Anomaly Detection (TSAD), assuming that models reconstruct normal behavior well but yield larger errors on anomalies. However, in unsupervised TSAD, minimizing reconstruction loss alone often breaks this assumption. Models tend to overfit local patterns...

Jun-Qi Chen, Xu Tan, Jie Chen et al. · Proceedings of the Thirty-Fi... · 0 citations