most citedReal-E: A Foundation Benchmark for Advancing Robust and Generalizable Electricity Forecasting

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cs.LG2026

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…

cs.LG2025★ 2 cited

Real-E: A Foundation Benchmark for Advancing Robust and Generalizable Electricity Forecasting

Chen Shao, Yue Wang, Zhenyi Zhu +5

Energy forecasting is vital for grid reliability and operational efficiency. Although recent advances in time series forecasting have led to progress, existing benchmarks remain li…