"time series anomaly detection" Papers

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Can LLMs Understand Time Series Anomalies?

Zihao Zhou, Rose Yu

ICLR 2025arXiv:2410.05440
35
citations

CrossAD: Time Series Anomaly Detection with Cross-scale Associations and Cross-window Modeling

Beibu Li, Qichao Shentu, Yang Shu et al.

NEURIPS 2025arXiv:2510.12489
3
citations

ScatterAD: Temporal-Topological Scattering Mechanism for Time Series Anomaly Detection

Tao Yin, Shaochen Fu, Zhibin Zhang et al.

NEURIPS 2025oralarXiv:2509.24414

Towards a General Time Series Anomaly Detector with Adaptive Bottlenecks and Dual Adversarial Decoders

Qichao Shentu, Beibu Li, Kai Zhao et al.

ICLR 2025arXiv:2405.15273
24
citations

Position: Quo Vadis, Unsupervised Time Series Anomaly Detection?

M. Saquib Sarfraz, Mei-Yen Chen, Lukas Layer et al.

ICML 2024arXiv:2405.02678
11
citations