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ResearchFormerly WizWand

Time Series Forecasting on Traffic (RMSE)

0.0214RMSEOpus
0.0079360.0988180.18970.280582Jun 2, 2025Jul 22, 2025Sep 10, 2025Oct 31, 2025Dec 20, 2025Feb 8, 2026Mar 31, 2026
Updated 6mo ago

Evaluation results

MethodLinks
Opusvs. baseline=−25%, Cost=$2002026.030.0214
GPT-5.2vs. baseline=−23%, Cost=$1802026.030.022
DataShapleyBackbone=PatchTST, Forecast Horizon=192, Prediction Length=962025.060.337
TSRatingBackbone=PatchTST, Forecast Horizon=192, Prediction Length=962025.060.339
KNNShapleyBackbone=PatchTST, Forecast Horizon=192, Prediction Length=962025.060.341
DataOobBackbone=PatchTST, Forecast Horizon=192, Prediction Length=962025.060.342
TSRatingBackbone=PatchTST, Forecast Horizon=336, Prediction Length=962025.060.342
TimeInfBackbone=PatchTST, Forecast Horizon=192, Prediction Length=962025.060.344
TimeInfBackbone=PatchTST, Forecast Horizon=336, Prediction Length=962025.060.345
DataShapleyBackbone=PatchTST, Forecast Horizon=336, Prediction Length=962025.060.346
TSRatingBackbone=PatchTST, Forecast Horizon=720, Prediction Length=962025.060.346
RandomBackbone=PatchTST, Forecast Horizon=192, Prediction Length=962025.060.347
TimeInfBackbone=PatchTST, Forecast Horizon=720, Prediction Length=962025.060.347
DataOobBackbone=PatchTST, Forecast Horizon=336, Prediction Length=962025.060.348
KNNShapleyBackbone=PatchTST, Forecast Horizon=336, Prediction Length=962025.060.348
RandomBackbone=PatchTST, Forecast Horizon=336, Prediction Length=962025.060.352
RandomBackbone=PatchTST, Forecast Horizon=720, Prediction Length=962025.060.355
DataOobBackbone=PatchTST, Forecast Horizon=720, Prediction Length=962025.060.355
DataShapleyBackbone=PatchTST, Forecast Horizon=720, Prediction Length=962025.060.357
KNNShapleyBackbone=PatchTST, Forecast Horizon=720, Prediction Length=962025.060.358