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ResearchFormerly WizWand

Time Series Forecasting on Traffic (MSE, MAE, RMSE)

0.0003MSEMR-CDM
-0.0255520.1489490.323450.497951May 22, 2025Jul 21, 2025Sep 19, 2025Nov 18, 2025Jan 17, 2026Mar 18, 2026May 17, 2026
Updated 5mo ago

Evaluation results

MethodLinks
MR-CDM2026.030.00030.01390.0173
CSDI2026.030.00040.01430.02
LSTM2026.030.00070.01520.0264
ARIMA2026.030.00110.02370.0331
FreqLensPrediction Length (H)=1922026.020.33680.41950.5804
FlowMixerh=962025.050.3770.264—
SSDAForecasting Horizon (H)=Avg2026.050.3810.261—
FlowMixerh=1922025.050.3880.268—
FlowMixerh=3362025.050.4010.275—
OliviaPrediction Length=96, Model Size=5.1M, Pre-training Data Size=67M, Evaluation Protocol=Zero-shot2026.050.4320.318—
DLinearForecasting Horizon (H)=Avg2026.050.4330.295—
FlowMixerh=7202025.050.4340.291—
SEMPOPrediction Length=96, Model Size=6.5M, Pre-training Data Size=83M, Evaluation Protocol=Zero-shot2026.050.4470.334—
OliviaPrediction Length=192, Model Size=5.1M, Pre-training Data Size=67M, Evaluation Protocol=Zero-shot2026.050.4480.325—
OliviaPrediction Length=Avg, Model Size=5.1M, Pre-training Data Size=67M, Evaluation Protocol=Zero-shot2026.050.4580.33—
iTransformerPrediction Length (H)=1922026.020.45920.30820.6777
OliviaPrediction Length=336, Model Size=5.1M, Pre-training Data Size=67M, Evaluation Protocol=Zero-shot2026.050.460.331—
SEMPOPrediction Length=192, Model Size=6.5M, Pre-training Data Size=83M, Evaluation Protocol=Zero-shot2026.050.4640.341—
SEMPOPrediction Length=336, Model Size=6.5M, Pre-training Data Size=83M, Evaluation Protocol=Zero-shot2026.050.4740.344—
SEMPOPrediction Length=Avg, Model Size=6.5M, Pre-training Data Size=83M, Evaluation Protocol=Zero-shot2026.050.4740.345—
OliviaPrediction Length=720, Model Size=5.1M, Pre-training Data Size=67M, Evaluation Protocol=Zero-shot2026.050.4930.347—
TTMPrediction Length=96, Model Size=1M, Pre-training Data Size=1B, Evaluation Protocol=Zero-shot2026.050.5080.342—
SEMPOPrediction Length=720, Model Size=6.5M, Pre-training Data Size=83M, Evaluation Protocol=Zero-shot2026.050.5090.359—
TTMPrediction Length=192, Model Size=1M, Pre-training Data Size=1B, Evaluation Protocol=Zero-shot2026.050.5380.355—
TTMPrediction Length=Avg, Model Size=1M, Pre-training Data Size=1B, Evaluation Protocol=Zero-shot2026.050.5590.365—
TTMPrediction Length=336, Model Size=1M, Pre-training Data Size=1B, Evaluation Protocol=Zero-shot2026.050.5740.373—
FEDformerPrediction Length (H)=1922026.020.60380.37210.7771
TTMPrediction Length=720, Model Size=1M, Pre-training Data Size=1B, Evaluation Protocol=Zero-shot2026.050.6170.39—
AutoformerPrediction Length (H)=1922026.020.6360.39520.7975
DLinearPrediction Length (H)=1922026.020.64660.40720.8041