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ResearchFormerly WizWand

Forecasting on Weather (MSE, MAE, Relative Improvement)

0.086MSECrossformer
0.060520.232510.40450.57649Jan 31, 2024Jun 21, 2024Nov 10, 2024Apr 1, 2025Aug 21, 2025Jan 10, 2026Jun 1, 2026
Updated 5mo ago

Evaluation results

MethodLinks
CrossformerBackbone=Crossformer, Forecasting Horizon=24, LIFT enhancement=false2024.010.0860.126—
Crossformer + LIFTBackbone=Crossformer, Forecasting Horizon=24, LIFT enhancement=true2024.010.0860.1264.7
PatchTST + LIFTBackbone=PatchTST, Forecasting Horizon=24, LIFT enhancement=true2024.010.0890.1194.7
DLinear + LIFTBackbone=DLinear, Forecasting Horizon=24, LIFT enhancement=true2024.010.090.1254.7
MTGNNBackbone=MTGNN, Forecasting Horizon=24, LIFT enhancement=false2024.010.090.128—
MTGNN + LIFTBackbone=MTGNN, Forecasting Horizon=24, LIFT enhancement=true2024.010.090.1264.7
PatchTSTBackbone=PatchTST, Forecasting Horizon=24, LIFT enhancement=false2024.010.0910.122—
DLinearBackbone=DLinear, Forecasting Horizon=24, LIFT enhancement=false2024.010.1040.152—
PatchFormerH=96, Zero-shot=true2026.010.178——
PatchTSTH=96, Zero-shot=true2026.010.196——
MOMENTH=96, Zero-shot=true2026.010.205——
TimeGPTH=96, Zero-shot=true2026.010.214——
TimeBlocksEvaluation Protocol=Continual Forecasting, Coreset Strategy=StreamCore 5%, Calibration Steps=102026.060.22——
TimeBlocksEvaluation Protocol=Continual Forecasting, Coreset Strategy=Random 5%, Calibration Steps=102026.060.225——
ChronosH=96, Zero-shot=true2026.010.228——
TTMEvaluation Protocol=Continual Forecasting, Coreset Strategy=Random 5%, Calibration Steps=102026.060.232——
TimeMixerEvaluation Protocol=Continual Forecasting, Coreset Strategy=Random 5%, Calibration Steps=102026.060.233——
PatchTSTEvaluation Protocol=Continual Forecasting, Coreset Strategy=Random 5%, Calibration Steps=102026.060.24——
LSTMH=96, Zero-shot=true2026.010.247——
Lag-LlamaEvaluation Protocol=Continual Forecasting, Coreset Strategy=Random 5%, Calibration Steps=102026.060.248——
PatchFormerH=336, Zero-shot=true2026.010.251——
TimesNetEvaluation Protocol=Continual Forecasting, Coreset Strategy=Random 5%, Calibration Steps=102026.060.256——
PatchTSTH=336, Zero-shot=true2026.010.284——
MOMENTH=336, Zero-shot=true2026.010.291——
ARIMAH=96, Zero-shot=true2026.010.298——
TimeGPTH=336, Zero-shot=true2026.010.302——
ChronosH=336, Zero-shot=true2026.010.318——
AutoformerEvaluation Protocol=Continual Forecasting, Coreset Strategy=Random 5%, Calibration Steps=102026.060.336——
LSTMH=336, Zero-shot=true2026.010.351——
ARIMAH=336, Zero-shot=true2026.010.412——
MomentEvaluation Protocol=Continual Forecasting, Coreset Strategy=Random 5%, Calibration Steps=102026.060.723——