ResearchBenchmarksMultivariable long-term time series forecasting on Solar-Energy v1 (test)Multivariable long-term time series forecasting on Solar-Energy v1 (test)Follow0.16MSEPMDformer0.158720.167360.1760.18464Jun 25, 2026Evaluation resultsMethodMethodLinksMSEMAEPMDformerPrediction horizon=96,...Prediction horizon=96, Lookback window=720, Year=ours2026.060.160.193PMDformerPrediction horizon=Avg...Prediction horizon=Avg, Lookback window=720, Year=ours2026.060.1810.211SOFTSPrediction horizon=96,...Prediction horizon=96, Lookback window=720, Year=20242026.060.1920.239