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ResearchFormerly WizWand

Forecasting on ETTm2 (MSE, MAE)

0.137MSERIDDE
0.114080.268790.42350.57821May 24, 2026May 30, 2026Jun 6, 2026Jun 12, 2026Jun 19, 2026Jun 25, 2026Jul 2, 2026
Updated 4mo ago

Evaluation results

MethodLinks
RIDDEZero-shot=true, Input length=512, Forecasting horizon=64, Backbone=Chronos-Bolt2026.050.1370.217
Cross-RAGZero-shot=true, Input length=512, Forecasting horizon=64, Backbone=Chronos-Bolt2026.050.1460.225
RAF-Chronos-boltZero-shot=true, Input length=512, Forecasting horizon=64, Backbone=Chronos-Bolt2026.050.1480.228
TS-RAGZero-shot=true, Input length=512, Forecasting horizon=64, Backbone=Chronos-Bolt2026.050.1510.228
TimeBlocksEvaluation Protocol=Inference-time (no fine-tuning), Prediction Horizons=96, 192, 336, 7202026.060.242—
TimeBlocksEvaluation Protocol=Continual Forecasting, Coreset Strategy=StreamCore 5%, Calibration Steps=102026.060.244—
TimeBlocksEvaluation Protocol=Continual Forecasting, Coreset Strategy=Random 5%, Calibration Steps=102026.060.249—
ZEUSProtocol=Zero-shot, Model Category=Time Series Foundation Model2026.070.2490.305
KairoslProtocol=Zero-shot, Model Category=Pretrained Forecasting Model2026.070.2520.303
SundiallProtocol=Zero-shot, Model Category=Pretrained Forecasting Model2026.070.2540.315
PatchTSTProtocol=Supervised, Model Category=Task-Specific Model2026.070.2560.312
Time-MoElProtocol=Zero-shot, Model Category=Pretrained Forecasting Model2026.070.2580.315
SymTimeEvaluation Protocol=Inference-time (no fine-tuning), Prediction Horizons=96, 192, 336, 7202026.060.265—
ModernTCNProtocol=Supervised, Model Category=Task-Specific Model2026.070.2650.322
TotobProtocol=Zero-shot, Model Category=Pretrained Forecasting Model2026.070.2670.303
GPT4TSProtocol=Supervised, Model Category=Task-Specific Model2026.070.2750.331
TimeMixerEvaluation Protocol=Continual Forecasting, Coreset Strategy=Random 5%, Calibration Steps=102026.060.278—
ChronosBoltbProtocol=Zero-shot, Model Category=Pretrained Forecasting Model2026.070.2780.307
PatchTSTEvaluation Protocol=Continual Forecasting, Coreset Strategy=Random 5%, Calibration Steps=102026.060.28—
TTMEvaluation Protocol=Continual Forecasting, Coreset Strategy=Random 5%, Calibration Steps=102026.060.28—
Lag-LlamaEvaluation Protocol=Continual Forecasting, Coreset Strategy=Random 5%, Calibration Steps=102026.060.283—
TimesNetProtocol=Supervised, Model Category=Task-Specific Model2026.070.2860.328
TimesNetEvaluation Protocol=Continual Forecasting, Coreset Strategy=Random 5%, Calibration Steps=102026.060.289—
PatchTSTEvaluation Protocol=Inference-time (no fine-tuning), Prediction Horizons=96, 192, 336, 7202026.060.293—
TimeMixerEvaluation Protocol=Inference-time (no fine-tuning), Prediction Horizons=96, 192, 336, 7202026.060.302—
TTMEvaluation Protocol=Inference-time (no fine-tuning), Prediction Horizons=96, 192, 336, 7202026.060.302—
UniTSProtocol=Zero-shot, Model Category=Time Series Foundation Model2026.070.3280.362
TimesNetEvaluation Protocol=Inference-time (no fine-tuning), Prediction Horizons=96, 192, 336, 7202026.060.33—
AutoformerEvaluation Protocol=Continual Forecasting, Coreset Strategy=Random 5%, Calibration Steps=102026.060.334—
Lag-LlamaEvaluation Protocol=Inference-time (no fine-tuning), Prediction Horizons=96, 192, 336, 7202026.060.345—
MOMENTProtocol=Zero-shot, Model Category=Time Series Foundation Model2026.070.3590.388
TimerProtocol=Zero-shot, Model Category=Time Series Foundation Model2026.070.3730.388
AutoformerEvaluation Protocol=Inference-time (no fine-tuning), Prediction Horizons=96, 192, 336, 7202026.060.502—
MomentEvaluation Protocol=Continual Forecasting, Coreset Strategy=Random 5%, Calibration Steps=102026.060.701—
MomentEvaluation Protocol=Inference-time (no fine-tuning), Prediction Horizons=96, 192, 336, 7202026.060.71—