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ResearchFormerly WizWand

Multivariate Time Series Forecasting on PEMS03 (MSE, MAE)

0.059MSEPAMNet
0.04180.15790.2740.3901Dec 25, 2024Mar 23, 2025Jun 19, 2025Sep 15, 2025Dec 12, 2025Mar 10, 2026Jun 6, 2026
Updated 4mo ago

Evaluation results

MethodLinks
PAMNetHorizon=122026.050.0590.157
TQNetHorizon=122026.050.060.161
CycleNetHorizon=122026.050.0660.172
AmplifierHorizon=122026.050.070.172
iTransformerHorizon=122026.050.0710.174
PAMNetHorizon=242026.050.0720.173
FilterTSHorizon=122026.050.0720.181
TimeMixerHorizon=122026.050.0760.188
TimesNetHorizon=122026.050.0850.192
PAMNetHorizon=Avg2026.050.0910.188
PAMNetLookback length=96, Prediction horizons=H={12, 24, 48, 96}2026.050.0910.188
TQNetHorizon=Avg2026.050.0970.203
TQNetLookback length=96, Prediction horizons=H={12, 24, 48, 96}2026.050.0970.203
PAMNetHorizon=482026.050.0980.197
PatchTSTHorizon=122026.050.0990.216
PULSElook-back window=962026.050.1030.209
IsterPrediction length S={12, 24, 48, 96}, Look-back length T=962024.120.1080.217
TimeXerPrediction length S={12, 24, 48, 96}, Look-back length T=962024.120.1120.214
TimeXerlook-back window=962026.050.1120.214
iTransformerHorizon=Avg2026.050.1130.222
iTransformerLookback length=96, Prediction horizons=H={12, 24, 48, 96}2026.050.1130.222
iTransformerPrediction length S={12, 24, 48, 96}, Look-back length T=962024.120.1130.222
iTransformerlook-back window=962026.050.1130.221
iTransformerPrediction Length=Avg2026.060.1130.222
SCINetPrediction length S={12, 24, 48, 96}, Look-back length T=962024.120.1140.224
CycleNetHorizon=Avg2026.050.1180.226
CycleNetLookback length=96, Prediction horizons=H={12, 24, 48, 96}2026.050.1180.226
CycleNetlook-back window=962026.050.1180.226
DlinearHorizon=122026.050.1220.243
S-MambaPrediction length S={12, 24, 48, 96}, Look-back length T=962024.120.1220.228
AmplifierHorizon=Avg2026.050.1310.239
AmplifierLookback length=96, Prediction horizons=H={12, 24, 48, 96}2026.050.1310.239
FAiTLook-back length L=96, Prediction Horizons H={12, 24, 48, 96}2026.050.1310.233
SPDMPrediction Length=Avg2026.060.1310.24
PAMNetHorizon=962026.050.1340.225
FilterTSHorizon=Avg2026.050.1340.246
FilterTSLookback length=96, Prediction horizons=H={12, 24, 48, 96}2026.050.1340.246
Fredfm.Look-back length L=96, Prediction Horizons H={12, 24, 48, 96}2026.050.1350.243
CFPTlook-back window=962026.050.1430.25
FilterNetLook-back length L=96, Prediction Horizons H={12, 24, 48, 96}2026.050.1450.251
TimesNetHorizon=Avg2026.050.1470.248
TimesNetLookback length=96, Prediction horizons=H={12, 24, 48, 96}2026.050.1470.248
TimesNetPrediction length S={12, 24, 48, 96}, Look-back length T=962024.120.1470.248
TimesNetlook-back window=962026.050.1470.248
TimesNetLook-back length L=96, Prediction Horizons H={12, 24, 48, 96}2026.050.1470.248
MSGNetPrediction length S={12, 24, 48, 96}, Look-back length T=962024.120.150.251
MSGNetlook-back window=962026.050.150.251
TimeMixer++Look-back length L=96, Prediction Horizons H={12, 24, 48, 96}2026.050.1650.263
TimeMixerHorizon=Avg2026.050.1670.267
TimeMixerLookback length=96, Prediction horizons=H={12, 24, 48, 96}2026.050.1670.267
TimeMixerLook-back length L=96, Prediction Horizons H={12, 24, 48, 96}2026.050.1670.267
CrossformerPrediction length S={12, 24, 48, 96}, Look-back length T=962024.120.1690.282
Crossformerlook-back window=962026.050.1690.282
Crossfm.Look-back length L=96, Prediction Horizons H={12, 24, 48, 96}2026.050.1690.282
CARDLook-back length L=96, Prediction Horizons H={12, 24, 48, 96}2026.050.1740.275
PatchTSTHorizon=Avg2026.050.180.291
PatchTSTLookback length=96, Prediction horizons=H={12, 24, 48, 96}2026.050.180.291
PatchTSTPrediction length S={12, 24, 48, 96}, Look-back length T=962024.120.180.291
PatchTSTlook-back window=962026.050.180.291
PatchTSTLook-back length L=96, Prediction Horizons H={12, 24, 48, 96}2026.050.180.291
DlinearHorizon=Avg2026.050.2780.375
DLinearLookback length=96, Prediction horizons=H={12, 24, 48, 96}2026.050.2780.375
DLinearPrediction length S={12, 24, 48, 96}, Look-back length T=962024.120.2780.375
DLinearlook-back window=962026.050.2780.375
DlinearLook-back length L=96, Prediction Horizons H={12, 24, 48, 96}2026.050.2780.375
FITSLook-back length L=96, Prediction Horizons H={12, 24, 48, 96}2026.050.4890.465