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| dataset,model,eval_metrics/MSE[mean],eval_metrics/MSE[0.5],eval_metrics/MAE[0.5],eval_metrics/MASE[0.5],eval_metrics/MAPE[0.5],eval_metrics/sMAPE[0.5],eval_metrics/MSIS,eval_metrics/RMSE[mean],eval_metrics/NRMSE[mean],eval_metrics/ND[0.5],eval_metrics/mean_weighted_sum_quantile_loss,domain,num_variates | |
| bitbrains_fast_storage/5T/short,Crossformer,1890000.0,1890000.0,212.0,5.32,2.17,1.15,213.0,1370.0,4.31,0.664,0.664,Web/CloudOps,2.0 | |
| bitbrains_fast_storage/H/short,Crossformer,2530000.0,2530000.0,322.0,4.64,7.73,0.757,185.0,1590.0,4.54,0.918,0.918,Web/CloudOps,2.0 | |
| bitbrains_rnd/5T/short,Crossformer,1680000.0,1680000.0,157.0,4.46,3.82,0.857,178.0,1300.0,5.31,0.643,0.643,Web/CloudOps,2.0 | |
| bitbrains_rnd/H/short,Crossformer,1640000.0,1640000.0,238.0,10.8,4.75,1.01,432.0,1280.0,5.6,1.04,1.04,Web/CloudOps,2.0 | |
| bizitobs_application/10S/short,Crossformer,2720000.0,2720000.0,930.0,7.73,0.106,0.107,309.0,1650.0,0.0636,0.0359,0.0359,Web/CloudOps,2.0 | |
| bizitobs_l2c/5T/short,Crossformer,36.9,36.9,4.33,0.431,0.211,0.261,17.2,6.07,0.209,0.149,0.149,Web/CloudOps,7.0 | |
| bizitobs_l2c/H/short,Crossformer,73.5,73.5,5.28,0.529,0.509,0.635,21.1,8.57,0.462,0.285,0.285,Web/CloudOps,7.0 | |
| bizitobs_service/10S/short,Crossformer,49500.0,49500.0,58.4,3.91,2.05,0.196,156.0,223.0,0.165,0.0433,0.0433,Web/CloudOps,2.0 | |
| car_parts/M/short,Crossformer,1.82,1.82,0.591,1.13,0.759,1.82,45.1,1.35,3.24,15.0,15.0,Sales,1.0 | |
| covid_deaths/D/short,Crossformer,297000000.0,297000000.0,4530.0,54700.0,296.0,1.6,2190000.0,17200.0,6.48,7.02,7.02,Healthcare,1.0 | |
| electricity/15T/short,Crossformer,7730000.0,7730000.0,640.0,25.9,5.24,0.943,1040.0,2780.0,5.48,3.36,3.36,Energy,1.0 | |
| electricity/D/short,Crossformer,106000000000.0,106000000000.0,70000.0,76.3,10.3,0.945,3050.0,325000.0,5.34,4.82,4.82,Energy,1.0 | |
| electricity/H/short,Crossformer,83300000.0,83300000.0,2150.0,30.7,5.5,0.866,1230.0,9130.0,4.31,2.7,2.7,Energy,1.0 | |
| electricity/W/short,Crossformer,9240000000000.0,9240000000000.0,619000.0,111.0,7.06,0.964,4450.0,3040000.0,6.94,22.0,22.0,Energy,1.0 | |
| ett1/15T/short,Crossformer,7.02,7.02,1.38,0.942,0.63,0.291,37.7,2.65,0.501,0.261,0.261,Energy,7.0 | |
| ett1/D/short,Crossformer,40100.0,40100.0,145.0,2.05,1.3,0.561,82.0,200.0,0.526,0.382,0.382,Energy,7.0 | |
| ett1/H/short,Crossformer,158.0,158.0,6.1,1.03,0.598,0.302,41.2,12.6,0.586,0.285,0.285,Energy,7.0 | |
| ett1/W/short,Crossformer,3890000.0,3890000.0,1430.0,2.65,1.05,0.906,106.0,1970.0,0.785,0.569,0.569,Energy,7.0 | |
| ett2/15T/short,Crossformer,9.23,9.23,2.06,0.949,0.137,0.16,38.0,3.04,0.144,0.0979,0.0979,Energy,7.0 | |
| ett2/D/short,Crossformer,154000.0,154000.0,258.0,2.0,0.507,0.286,80.2,392.0,0.224,0.148,0.148,Energy,7.0 | |
| ett2/H/short,Crossformer,164.0,164.0,8.48,1.02,0.178,0.148,40.9,12.8,0.162,0.107,0.107,Energy,7.0 | |
| ett2/W/short,Crossformer,11500000.0,11500000.0,2520.0,1.83,0.303,0.398,73.3,3400.0,0.285,0.211,0.211,Energy,7.0 | |
| hierarchical_sales/D/short,Crossformer,45.6,45.6,3.68,1.44,1.19,1.11,57.4,6.75,2.07,4.74,4.74,Sales,1.0 | |
| hierarchical_sales/W/short,Crossformer,1420.0,1420.0,23.6,2.82,2.54,0.863,113.0,37.7,1.73,16.4,16.4,Sales,1.0 | |
| hospital/M/short,Crossformer,1650000.0,1650000.0,468.0,33.3,10.2,1.08,1330.0,1280.0,4.66,18.1,18.1,Healthcare,1.0 | |
| jena_weather/10T/short,Crossformer,290000.0,290000.0,204.0,28.0,2.24,1.55,1120.0,539.0,3.35,1.27,1.27,Nature,21.0 | |
| jena_weather/D/short,Crossformer,414.0,414.0,11.7,1.92,1.67,0.514,77.0,20.4,0.123,0.0708,0.0708,Nature,21.0 | |
| jena_weather/H/short,Crossformer,1150.0,1150.0,11.2,0.817,2.12,0.648,32.7,33.9,0.208,0.0684,0.0684,Nature,21.0 | |
| kdd_cup_2018/D/short,Crossformer,2600.0,2600.0,37.2,12.0,4.95,1.05,479.0,51.0,1.14,3.48,3.48,Nature,1.0 | |
| kdd_cup_2018/H/short,Crossformer,6470.0,6470.0,54.4,16.3,14.2,1.1,650.0,80.4,1.68,3.07,3.07,Nature,1.0 | |
| loop_seattle/5T/short,Crossformer,218.0,218.0,10.0,1.6,0.287,0.192,64.1,14.8,0.253,0.456,0.456,Transport,1.0 | |
| loop_seattle/D/short,Crossformer,38.2,38.2,4.81,1.62,0.0911,0.0883,64.7,6.18,0.11,0.363,0.363,Transport,1.0 | |
| loop_seattle/H/short,Crossformer,17.7,17.7,3.3,0.737,0.0524,0.0535,29.5,4.2,0.0744,0.156,0.156,Transport,1.0 | |
| m_dense/D/short,Crossformer,770000.0,770000.0,585.0,14.1,2.14,0.913,563.0,878.0,1.52,3.04,3.04,Transport,1.0 | |
| m_dense/H/short,Crossformer,226000.0,226000.0,279.0,4.68,2.79,0.871,187.0,476.0,0.844,1.26,1.26,Transport,1.0 | |
| m4_daily/D/short,Crossformer,50800000.0,50800000.0,5180.0,198.0,1.92,0.808,7900.0,7130.0,1.1,7.31,7.31,Econ/Fin,1.0 | |
| m4_hourly/H/short,Crossformer,3420000000.0,3420000000.0,12200.0,164.0,17.9,0.797,6540.0,58500.0,7.99,4.21,4.21,Econ/Fin,1.0 | |
| m4_monthly/M/short,Crossformer,24600000.0,24600000.0,3490.0,20.3,1.27,0.709,814.0,4960.0,1.03,5.15,5.15,Econ/Fin,1.0 | |
| m4_quarterly/Q-DEC/short,Crossformer,36800000.0,36800000.0,4470.0,25.4,1.41,0.757,1020.0,6070.0,1.02,11.9,11.9,Econ/Fin,1.0 | |
| m4_weekly/W-SUN/short,Crossformer,51700000.0,51700000.0,4920.0,105.0,1.97,0.869,4190.0,7190.0,1.31,8.32,8.32,Econ/Fin,1.0 | |
| m4_yearly/A-DEC/short,Crossformer,32200000.0,32200000.0,4140.0,31.4,1.2,0.706,1260.0,5680.0,0.91,14.2,14.2,Econ/Fin,1.0 | |
| restaurant/D/short,Crossformer,507.0,507.0,17.3,1.98,1.36,0.727,79.1,22.5,1.04,3.6,3.6,Sales,1.0 | |
| saugeen/D/short,Crossformer,833.0,833.0,21.4,4.75,1.06,0.717,190.0,28.9,0.935,0.462,0.462,Nature,1.0 | |
| saugeen/M/short,Crossformer,292.0,292.0,12.2,0.712,0.422,0.463,28.5,17.1,0.513,0.213,0.213,Nature,1.0 | |
| saugeen/W/short,Crossformer,2710.0,2710.0,33.7,2.73,1.35,0.995,109.0,52.0,1.57,2.54,2.54,Nature,1.0 | |
| solar/10T/short,Crossformer,36.4,36.4,3.83,1.71,3.7,1.7,68.3,6.04,1.76,2.94,2.94,Energy,1.0 | |
| solar/D/short,Crossformer,301000.0,301000.0,366.0,1.51,0.491,0.369,60.3,548.0,0.792,2.13,2.13,Energy,1.0 | |
| solar/H/short,Crossformer,6.93,6.93,2.14,0.179,,2.0,7.18,2.63,0.0971,0.208,0.208,Energy,1.0 | |
| solar/W/short,Crossformer,15100000.0,15100000.0,2750.0,3.38,0.577,0.407,135.0,3890.0,0.793,8.44,8.44,Energy,1.0 | |
| sz_taxi/15T/short,Crossformer,136.0,136.0,8.52,1.85,8.95,0.853,74.0,11.7,1.09,2.06,2.06,Transport,1.0 | |
| sz_taxi/H/short,Crossformer,158.0,158.0,9.45,3.09,3.38,0.881,123.0,12.6,1.17,2.11,2.11,Transport,1.0 | |
| temperature_rain/D/short,Crossformer,422.0,422.0,12.1,26.4,399.0,1.6,1060.0,20.5,2.42,6.06,6.06,Nature,1.0 | |
| us_births/D/short,Crossformer,2190000.0,2190000.0,1120.0,1.65,0.109,0.107,65.8,1480.0,0.139,0.0698,0.0698,Healthcare,1.0 | |
| us_births/M/short,Crossformer,22000000.0,22000000.0,3760.0,0.425,0.0122,0.0122,17.0,4690.0,0.0146,0.00194,0.00194,Healthcare,1.0 | |
| us_births/W/short,Crossformer,21800000.0,21800000.0,3710.0,3.37,0.0505,0.0498,135.0,4670.0,0.0634,0.0882,0.0882,Healthcare,1.0 | |
| bitbrains_fast_storage/5T/medium,Crossformer,2900000.0,2900000.0,336.0,4.38,5.62,1.07,175.0,1700.0,5.18,1.02,1.02,Web/CloudOps,2.0 | |
| bitbrains_rnd/5T/medium,Crossformer,2030000.0,2030000.0,279.0,9.74,7.28,1.07,390.0,1430.0,6.0,1.17,1.17,Web/CloudOps,2.0 | |
| bizitobs_application/10S/medium,Crossformer,4700000.0,4700000.0,1240.0,6.78,0.0793,0.0896,271.0,2170.0,0.0851,0.0487,0.0487,Web/CloudOps,2.0 | |
| bizitobs_l2c/5T/medium,Crossformer,101.0,101.0,6.25,0.594,0.414,0.749,23.8,10.0,0.528,0.329,0.329,Web/CloudOps,7.0 | |
| bizitobs_l2c/H/medium,Crossformer,71.4,71.4,5.11,0.524,0.57,0.768,20.9,8.45,0.512,0.309,0.309,Web/CloudOps,7.0 | |
| bizitobs_service/10S/medium,Crossformer,98100.0,98100.0,78.0,4.21,1.57,0.206,168.0,313.0,0.236,0.0587,0.0587,Web/CloudOps,2.0 | |
| electricity/15T/medium,Crossformer,5480000.0,5480000.0,542.0,22.6,4.6,0.865,906.0,2340.0,4.03,0.248,0.248,Energy,1.0 | |
| electricity/H/medium,Crossformer,74500000.0,74500000.0,2090.0,29.7,4.54,0.941,1190.0,8630.0,3.37,0.216,0.216,Energy,1.0 | |
| ett1/15T/medium,Crossformer,8.92,8.92,1.74,1.2,0.734,0.454,48.2,2.99,0.569,0.331,0.331,Energy,7.0 | |
| ett1/H/medium,Crossformer,152.0,152.0,7.68,1.54,6350000000000.0,0.528,61.5,12.3,0.591,0.368,0.368,Energy,7.0 | |
| ett2/15T/medium,Crossformer,14.5,14.5,2.49,1.11,0.174,0.218,44.2,3.81,0.203,0.133,0.133,Energy,7.0 | |
| ett2/H/medium,Crossformer,266.0,266.0,10.7,1.34,0.216,0.241,53.6,16.3,0.22,0.144,0.144,Energy,7.0 | |
| jena_weather/10T/medium,Crossformer,1610.0,1610.0,15.0,1.21,1.22,0.688,48.4,40.2,0.247,0.0923,0.0923,Nature,21.0 | |
| jena_weather/H/medium,Crossformer,1430.0,1430.0,13.5,1.18,3.86,0.7,47.2,37.8,0.232,0.0829,0.0829,Nature,21.0 | |
| kdd_cup_2018/H/medium,Crossformer,3870.0,3870.0,45.2,12.6,7.27,1.08,504.0,62.2,1.3,0.237,0.237,Nature,1.0 | |
| loop_seattle/5T/medium,Crossformer,350.0,350.0,12.9,2.02,0.606,0.288,81.0,18.7,0.333,0.061,0.061,Transport,1.0 | |
| loop_seattle/H/medium,Crossformer,14.6,14.6,2.98,0.666,0.0458,0.0469,26.7,3.83,0.0676,0.0139,0.0139,Transport,1.0 | |
| m_dense/H/medium,Crossformer,249000.0,249000.0,306.0,3.88,2.05,0.974,155.0,499.0,0.869,0.133,0.133,Transport,1.0 | |
| solar/10T/medium,Crossformer,47.8,47.8,4.63,2.02,3.91,1.48,80.8,6.91,1.53,0.27,0.27,Energy,1.0 | |
| solar/H/medium,Crossformer,22.9,22.9,4.36,0.368,,2.0,14.7,4.79,0.172,0.0395,0.0395,Energy,1.0 | |
| sz_taxi/15T/medium,Crossformer,144.0,144.0,9.09,1.94,3.95,0.879,77.4,12.0,1.11,0.194,0.194,Transport,1.0 | |
| electricity/15T/long,Crossformer,23300000.0,23300000.0,874.0,35.2,6.27,0.905,1410.0,4830.0,7.62,0.245,0.245,Energy,1.0 | |
| electricity/H/long,Crossformer,67500000.0,67500000.0,2090.0,34.3,5.44,0.949,1370.0,8220.0,3.24,0.144,0.144,Energy,1.0 | |
| solar/10T/long,Crossformer,0.879,0.879,0.826,0.399,,2.0,16.0,0.937,0.203,0.0308,0.0308,Energy,1.0 | |
| solar/H/long,Crossformer,0.973,0.973,0.834,0.0704,,2.0,2.81,0.986,0.0342,0.00485,0.00485,Energy,1.0 | |
| kdd_cup_2018/H/long,Crossformer,1370.0,1370.0,27.5,6.45,11.0,1.13,258.0,37.0,0.867,0.118,0.118,Nature,1.0 | |
| loop_seattle/5T/long,Crossformer,98.3,98.3,6.83,1.09,0.153,0.122,43.6,9.91,0.175,0.0214,0.0214,Transport,1.0 | |
| loop_seattle/H/long,Crossformer,17.5,17.5,3.31,0.755,0.0535,0.0541,30.2,4.19,0.0749,0.0104,0.0104,Transport,1.0 | |
| sz_taxi/15T/long,Crossformer,138.0,138.0,8.6,1.79,7.85,1.24,71.8,11.8,1.09,0.122,0.122,Transport,1.0 | |
| m_dense/H/long,Crossformer,207000.0,207000.0,293.0,4.37,2.62,0.959,175.0,455.0,0.787,0.0634,0.0634,Transport,1.0 | |
| ett1/15T/long,Crossformer,8.43,8.43,1.8,1.3,0.791,0.475,51.9,2.9,0.553,0.342,0.342,Energy,7.0 | |
| ett1/H/long,Crossformer,377.0,377.0,11.9,2.12,2700000000000.0,0.719,84.8,19.4,0.93,0.57,0.57,Energy,7.0 | |
| ett2/15T/long,Crossformer,15.7,15.7,2.69,1.26,0.188,0.239,50.3,3.97,0.211,0.143,0.143,Energy,7.0 | |
| ett2/H/long,Crossformer,321.0,321.0,12.1,1.54,0.261,0.333,61.7,17.9,0.245,0.165,0.165,Energy,7.0 | |
| jena_weather/10T/long,Crossformer,1490.0,1490.0,13.7,0.936,1.3,0.687,37.5,38.6,0.236,0.0835,0.0835,Nature,21.0 | |
| jena_weather/H/long,Crossformer,2160.0,2160.0,19.1,1.51,8.91,0.691,60.4,46.5,0.28,0.115,0.115,Nature,21.0 | |
| bitbrains_fast_storage/5T/long,Crossformer,3580000.0,3580000.0,402.0,3.1,7.39,0.922,124.0,1890.0,5.0,1.06,1.06,Web/CloudOps,2.0 | |
| bitbrains_rnd/5T/long,Crossformer,2310000.0,2310000.0,299.0,5.54,6.22,0.927,221.0,1520.0,5.82,1.14,1.14,Web/CloudOps,2.0 | |
| bizitobs_application/10S/long,Crossformer,10100000.0,10100000.0,1990.0,8.38,0.108,0.115,335.0,3180.0,0.123,0.0766,0.0766,Web/CloudOps,2.0 | |
| bizitobs_service/10S/long,Crossformer,143000.0,143000.0,91.8,3.64,1.27,0.196,146.0,378.0,0.28,0.068,0.068,Web/CloudOps,2.0 | |
| bizitobs_l2c/5T/long,Crossformer,56.3,56.3,5.22,0.528,0.435,0.683,21.1,7.51,0.421,0.293,0.293,Web/CloudOps,7.0 | |
| bizitobs_l2c/H/long,Crossformer,94.8,94.8,5.7,0.592,0.694,0.765,23.7,9.74,0.595,0.348,0.348,Web/CloudOps,7.0 | |