When GNNs Fail: Quantifying and Overcoming Temporal Correlation Volatility in Time Series

Chen Shao, Yue Wang, Zhenyi Zhu +4

Modeling multivariate time series by representing them as graphs, where individual series act as nodes and pairwise temporal corre- lations serve as edges, has gained significant t…