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ResearchFormerly WizWand

Time-series Forecasting on Flu-Japan

694RMSEColaGNN
646.72965.861,2851,604.14Nov 19, 2023
Updated 8mo ago

Evaluation results

MethodLinks
ColaGNNtraining_mode=fine-tuned2023.11694
LPTMtraining_mode=fine-tuned2023.11704
LPTM-NoSegmenttraining_mode=fine-tuned2023.11766
LPTM-OnlyLastMasktraining_mode=fine-tuned2023.11773
LPTM-NoPreTraintraining_mode=fine-tuned2023.11827
EpiFNPtraining_mode=fine-tuned2023.11872
LPTM-NoLinProbtraining_mode=fine-tuned2023.11885
LPTM-OnlyRandMasktraining_mode=fine-tuned2023.11895
TS2Vectraining_mode=fine-tuned2023.11905.9
STEPtraining_mode=fine-tuned2023.11983
LPTMzero-shot=true2023.11996
PatchTSTtraining_mode=fine-tuned2023.111,113
TS-TCCtraining_mode=fine-tuned2023.111,134.6
Informertraining_mode=fine-tuned2023.111,139
MICNtraining_mode=fine-tuned2023.111,145
TiDEtraining_mode=fine-tuned2023.111,186
TimesNettraining_mode=fine-tuned2023.111,194
N-HITStraining_mode=fine-tuned2023.111,211
TimesFMtraining_mode=fine-tuned2023.111,214
Autoformertraining_mode=fine-tuned2023.111,227
Chronostraining_mode=fine-tuned2023.111,228
TS2Veczero-shot=true2023.111,233.1
iTransformertraining_mode=fine-tuned2023.111,256
TimesFMzero-shot=true2023.111,259
Chronoszero-shot=true2023.111,274
SimMTMtraining_mode=fine-tuned2023.111,289
LLM-Timetraining_mode=fine-tuned2023.111,319
MOIRAItraining_mode=fine-tuned2023.111,336
AutoARIMAtraining_mode=fine-tuned2023.111,344
TS-TCCzero-shot=true2023.111,356.15
SimMTMzero-shot=true2023.111,356.15
LLM-Timezero-shot=true2023.111,411
MOIRAIzero-shot=true2023.111,411
Lag-LLAMAtraining_mode=fine-tuned2023.111,416
Lag-LLAMAzero-shot=true2023.111,488
TFTtraining_mode=fine-tuned2023.111,876