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ResearchFormerly WizWand

Multivariate Time Series Forecasting on Weather standard (test)

0.161MSEModernTCN
0.15120.217350.28350.34965Jun 3, 2024Sep 28, 2024Jan 23, 2025May 21, 2025Sep 15, 2025Jan 10, 2026May 8, 2026
Updated 5mo ago

Evaluation results

MethodLinks
ModernTCNHorizon=962025.120.1610.214
TimeCMAInput Sequence Length=96, Prediction Length=962024.060.1670.211
Lite-STGNNHorizon=962025.120.1710.237
Lite-STGNNHorizon=1922025.120.2090.273
NPMixerLook-back window size=Tuned from {96, 192, 336, 512}, Prediction horizons=Averaged over {96, 192, 336, 720}2026.050.2150.254
TimeMixerLook-back window size=Tuned from {96, 192, 336, 512}, Prediction horizons=Averaged over {96, 192, 336, 720}2026.050.2220.262
TSMixerLook-back window size=Tuned from {96, 192, 336, 512}, Prediction horizons=Averaged over {96, 192, 336, 720}2026.050.2250.264
PatchTSTLook-back window size=Tuned from {96, 192, 336, 512}, Prediction horizons=Averaged over {96, 192, 336, 720}2026.050.2260.264
Lite-STGNNHorizon=Mean2025.120.2390.294
FredformerPrediction Length=Avg, Input sequence length=962024.060.2460.272
TimeCMAInput Sequence Length=96, Prediction Length=Avg2024.060.250.276
Lite-STGNNHorizon=3362025.120.2560.309
iTransformerPrediction Length=Avg, Input sequence length=962024.060.2580.279
TimesNetLook-back window size=Tuned from {96, 192, 336, 512}, Prediction horizons=Averaged over {96, 192, 336, 720}2026.050.2590.287
DLinearPrediction Length=Avg, Input sequence length=962024.060.2650.317
Lite-STGNNHorizon=7202025.120.3220.356
CrossformerLook-back window size=Tuned from {96, 192, 336, 512}, Prediction horizons=Averaged over {96, 192, 336, 720}2026.050.4060.442