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Collaborating Authors

 Trinidad and Tobago


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Neural Information Processing Systems

B.2.1 Metrics Theevaluationmetricsweuseare Root Mean Square Error (RMSE), Mean Absolute Error (MAE), and Mean Absolute Percentage Error (MAPE).









AutoTimes: Autoregressive Time Series Forecasters via Large Language Models

Neural Information Processing Systems

By introducing LLM-embedded textual timestamps, Auto-Times can utilize chronological information to align multivariate time series. Empirically, AutoTimes achieves state-of-the-art with 0.1% trainable parameters and