2025 "time series anomaly detection" Papers

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Can LLMs Understand Time Series Anomalies?

Zihao Zhou, Rose Yu

ICLR 2025posterarXiv:2410.05440

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

Beibu Li, Qichao Shentu, Yang Shu et al.

NeurIPS 2025posterarXiv:2510.12489

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 2025posterarXiv:2405.15273