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ResearchFormerly WizWand

Time Series Forecasting on AQWan

0.7589Normalized MSETime-R1
0.75650.77270.78890.8051Jun 12, 2025
Updated 6mo ago

Evaluation results

MethodLinks
Time-R1Model Category=Ours2025.060.7589—
TimeXerModel Category=Traditional2025.060.7617—
PatchTSTModel Category=Traditional2025.060.7629—
TimeMixerModel Category=Traditional2025.060.7647—
WPMixerModel Category=Traditional2025.060.7653—
TimesFMModel Category=Traditional2025.060.7661—
DLinearModel Category=Traditional2025.060.7719—
MomentModel Category=Traditional2025.060.7759—
iTransformerModel Category=Traditional2025.060.7797—
GPT4TSModel Category=LLM-based2025.060.7831—
CrossTimeNetModel Category=LLM-based2025.060.7907—
TimeLLMModel Category=LLM-based2025.060.7999—
AutoFormerModel Category=Traditional2025.060.8127—
DeepSeek-R1Model Category=LLM-based2025.060.8189—
AutoFormerMethod Category=Traditional2025.06—48.4358
CrossTimeNetMethod Category=LLM-based2025.06—43.6267
DeepSeek-R1Method Category=LLM-based, Zero-shot=true, Reasoning Template=true2025.06—64.9627
DLinearMethod Category=Traditional2025.06—51.7896
GPT4TSMethod Category=LLM-based2025.06—40.2815
iTransformerMethod Category=Traditional2025.06—40.307
MomentMethod Category=Traditional2025.06—40.5432
PatchTSTMethod Category=Traditional2025.06—39.5089
Time-R1Method Category=Ours2025.06—39.1846
TimeLLMMethod Category=LLM-based2025.06—40.2746
TimeMixerMethod Category=Traditional2025.06—40.6789
TimesFMMethod Category=Traditional2025.06—39.8765
TimeXerMethod Category=Traditional2025.06—41.828
WPMixerMethod Category=Traditional2025.06—41.2347