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ResearchFormerly WizWand

Long-term Time Series Forecasting on ETTm1 to ETTh2

0.306MSELTSM-Bundle
0.278560.463780.6490.83422Oct 3, 2023Nov 15, 2023Dec 29, 2023Feb 10, 2024Mar 25, 2024May 7, 2024Jun 20, 2024
Updated 8mo ago

Evaluation results

MethodLinks
LTSM-Bundlezero-shot=true2024.060.3060.391
LTSM-BundleZero-shot=true, Prediction Length=Avg2024.060.3060.391
TIME-LLMEvaluation Protocol=Zero-shot2023.100.3810.412
TIME-LLMzero-shot=true2024.060.3810.412
TIME-LLMZero-shot=true, Prediction Length=Avg2024.060.3810.412
GPT4TSEvaluation Protocol=Zero-shot2023.100.4330.439
GPT4TSzero-shot=true2024.060.4330.439
GPT4TSZero-shot=true, Prediction Length=Avg2024.060.4330.439
PatchTSTEvaluation Protocol=Zero-shot2023.100.4390.438
PatchTSTzero-shot=true2024.060.4390.438
PatchTSTZero-shot=true, Prediction Length=Avg2024.060.4390.438
TimesNetEvaluation Protocol=Zero-shot2023.100.4570.454
TimesNetzero-shot=true2024.060.4570.454
TimesNetZero-shot=true, Prediction Length=Avg2024.060.4570.454
DLinearEvaluation Protocol=Zero-shot2023.100.4640.475
DLinearzero-shot=true2024.060.4640.475
DLinearZero-shot=true, Prediction Length=Avg2024.060.4640.475
AutoformerZero-shot=true, Prediction Length=Avg2024.060.470.479
LLMTimeEvaluation Protocol=Zero-shot2023.100.9920.708
LLMTimezero-shot=true2024.060.9920.708
LLMTimeZero-shot=true, Prediction Length=Avg2024.060.9920.708