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Beyond MSE: Rethinking the Evaluation Metric and Benchmarking for Irregular Time Series Forecasting

#Beyond #Rethinking #Evaluation #Metric #Benchmarking

arXiv:2608.17293v1 Announce Type: new Abstract: Existing research on irregular time-series forecasting has primarily focused on model design, while evaluation metrics remain insufficiently studied. Existing benchmarks typically use mean squared error (MSE) as the evaluation metric. We show that, in…