xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition

Benchmark Model Rank Results
multivariate-time-series-forecasting-on-electricity-96-192xPatch#1MSE: 0.16MAE: 0.248
multivariate-time-series-forecasting-on-electricity-96-720xPatch#1MSE: 0.216MAE: 0.298
multivariate-time-series-forecasting-on-etth2-96-192xPatch#1MSE: 0.291MAE: 0.338
multivariate-time-series-forecasting-on-etth2-96-336xPatch#1MSE: 0.344MAE: 0.377
multivariate-time-series-forecasting-on-etth2-96-720xPatch#1MSE: 0.407MAE: 0.427
multivariate-time-series-forecasting-on-etth2-96-96xPatch#1MSE: 0.233MAE: 0.3
multivariate-time-series-forecasting-on-ettm2-96-192xPatch#1MSE: 0.23MAE: 0.291
multivariate-time-series-forecasting-on-ettm2-96-336xPatch#1MSE: 0.292MAE: 0.331
multivariate-time-series-forecasting-on-ettm2-96-720xPatch#1MSE: 0.381MAE: 0.383
multivariate-time-series-forecasting-on-ettm2-96-96xPatch#1MSE: 0.164MAE: 0.248
multivariate-time-series-forecasting-on-weather-96-336xPatch#1MSE: 0.236MAE: 0.273
multivariate-time-series-forecasting-on-weather-96-720xPatch#1MSE: 0.309MAE: 0.321
time-series-forecasting-on-electricity-192xPatch#1MSE: 0.140MAE: 0.232
time-series-forecasting-on-electricity-336xPatch#1MSE: 0.156MAE: 0.249
time-series-forecasting-on-etth2-336-multivariatexPatch#1MSE: 0.312MAE: 0.360
time-series-forecasting-on-ettm1-192-multivariatexPatch#1MSE: 0.315Accuracy: 0.355
time-series-forecasting-on-ettm1-96-multivariatexPatch#1MSE: 0.275MAE: 0.330
time-series-forecasting-on-ettm2-192-multivariatexPatch#1MSE: 0.213MAE: 0.280
time-series-forecasting-on-ettm2-720-multivariatexPatch#1MSE: 0.338MAE: 0.363
time-series-forecasting-on-ettm2-96-multivariatexPatch#1MSE: 0.153MAE: 0.240
time-series-forecasting-on-weather-336xPatch#1MSE: 0.218MAE: 0.260
time-series-forecasting-on-weather-720xPatch#1MSE: 0.291MAE: 0.315
time-series-forecasting-on-electricity-96xPatch#2MSE: 0.126MAE: 0.217
time-series-forecasting-on-etth1-192-multivariatexPatch#2MSE: 0.376MAE: 0.395
time-series-forecasting-on-etth1-336-multivariatexPatch#2MSE: 0.391MAE: 0.415
time-series-forecasting-on-etth2-192-multivariatexPatch#2MSE: 0.275MAE: 0.330
time-series-forecasting-on-etth2-96-multivariatexPatch#2MSE: 0.226MAE: 0.297
time-series-forecasting-on-ettm1-336-multivariatexPatch#2MSE: 0.355MAE: 0.376
time-series-forecasting-on-ettm2-336-multivariatexPatch#2MSE: 0.264MAE: 0.315
multivariate-time-series-forecasting-on-electricity-96-336xPatch#3MSE: 0.182MAE: 0.267
multivariate-time-series-forecasting-on-weather-96-192xPatch#3MSE: 0.214MAE: 0.245
multivariate-time-series-forecasting-on-weather-96-96xPatch#3MSE: 0.168MAE: 0.203
time-series-forecasting-on-traffic-192xPatch#3MSE: 0.377MAE: 0.241
time-series-forecasting-on-traffic-336xPatch#3MSE: 0.388MAE: 0.243
time-series-forecasting-on-traffic-720xPatch#3MSE: 0.437MAE: 0.273
time-series-forecasting-on-traffic-96xPatch#3MSE: 0.364MAE: 0.233
multivariate-time-series-forecasting-on-electricity-96-96xPatch#4MSE: 0.159MAE: 0.244
multivariate-time-series-forecasting-on-traffic-96-192xPatch#4MSE: 0.478MAE: 0.272
multivariate-time-series-forecasting-on-traffic-96-336xPatch#4MSE: 0.501MAE: 0.276
multivariate-time-series-forecasting-on-traffic-96-720xPatch#4MSE: 0.547MAE: 0.291
multivariate-time-series-forecasting-on-traffic-96-96xPatch#4MSE: 0.471MAE: 0.275
time-series-forecasting-on-electricity-720xPatch#4MSE: 0.190MAE: 0.281
time-series-forecasting-on-etth1-96-multivariatexPatch#4MSE: 0.354MAE: 0.379
time-series-forecasting-on-etth2-720-multivariatexPatch#4MSE: 0.384MAE: 0.418
time-series-forecasting-on-ettm1-720-multivariatexPatch#4MSE: 0.419MAE: 0.411
time-series-forecasting-on-weather-192xPatch#6MSE: 0.189MAE: 0.227
time-series-forecasting-on-etth1-720-multivariatexPatch#7MSE: 0.442MAE: 0.459
time-series-forecasting-on-weather-96xPatch#7MSE: 0.146MAE: 0.185