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ResearchFormerly WizWand

Deterministic forecasting on PEMS08 TSFM-Bench

0.293MSEFLAME Large
0.235520.623511.01151.39949Sep 26, 2025Oct 9, 2025Oct 23, 2025Nov 5, 2025Nov 19, 2025Dec 2, 2025Dec 16, 2025
Updated 8mo ago

Evaluation results

MethodLinks
FLAME LargeEvaluation Protocol=zero-shot, Model Scale=Large2025.120.2930.351
FLAME BaseEvaluation Protocol=zero-shot, Model Scale=Base2025.120.3120.374
FLAME SmallEvaluation Protocol=zero-shot, Model Scale=Small2025.120.3240.384
AuroraType=Zero-shot Foundation Model2025.090.5630.552
LightGTSEvaluation Protocol=zero-shot, Release Year=20252025.120.8120.692
TimerEvaluation Protocol=zero-shot, Release Year=20242025.120.8660.695
TimerType=Zero-shot Foundation Model, Model Year=20242025.090.8660.695
UniTSType=Zero-shot Foundation Model, Model Year=20242025.091.2530.879
ROSEEvaluation Protocol=zero-shot, Release Year=20252025.121.3690.979
ROSEType=Zero-shot Foundation Model, Model Year=20252025.091.3690.979
TimesFMType=Zero-shot Foundation Model, Model Year=20232025.091.4850.907
ChronosEvaluation Protocol=zero-shot, Release Year=20242025.121.7071.024
ChronosType=Zero-shot Foundation Model, Model Year=20242025.091.7071.024
TinyTTMEvaluation Protocol=zero-shot, Release Year=20242025.121.731.066
TTMType=Zero-shot Foundation Model, Model Year=20242025.091.731.066