Oct 2026
Unifying global and local anomaly detection for time series
Tong-Kai Lu, Shuai Ma, Zhong-Xi Zhang et al.
· Knowledge and Information Sy... · 0 citations
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Aug 2026
Orbit-Adaptive Zero-Shot Forecasting on Spatio-Temporal Graph
This work proposes \sysname, an Orbit-Adaptive Graph Neural Network framework, which outperforms existing transfer and naive zero-shot baselines, establishing a new paradigm for structure-driven zero-shot forecasting.
Yue Xu, Wen-Ying Duan, Xiao-Xi He et al.
· Proceedings of the 32nd ACM... · 0 citations
Book
Open access
Aug 2026
Orbit-Adaptive Zero-Shot Forecasting on Spatio-Temporal Graph
Spatio-temporal graph forecasting is crucial for numerous real-world applications but often suffers from severe data scarcity in target domains, necessitating knowledge transfer from data-rich sources. In this work, we push this to the extreme by studying zero-shot spatio-temporal graph learning, where only the target...
Yue Xu, Wenying Duan, Xiaoxi He et al.
· Proceedings of the 32nd ACM... · 0 citations