PriceForecast/yongandataset/df_combined3.csv
2024-12-30 15:31:22 +08:00

56 KiB

1dsNHITSInformerLSTMiTransformerTSMixerTSMixerxPatchTSTRNNGRUTCNBiTCNDilatedRNNMLPDLinearNLinearTFTStemGNNMLPMultivariateTiDEDeepNPTSyvolatilityquantile_10quantile_90quantile_10_pricequantile_90_pricemin_within_quantilemax_within_quantilemin_modelmax_modelNLinear_abs_error_rateTiDE_abs_error_rateGRU_abs_error_rateTSMixer_abs_error_ratePatchTST_abs_error_rateTSMixerx_abs_error_rateBiTCN_abs_error_rateDLinear_abs_error_rateTFT_abs_error_rateLSTM_abs_error_rateMLP_abs_error_rateDeepNPTS_abs_error_rateInformer_abs_error_rateTCN_abs_error_rateMLPMultivariate_abs_error_rateiTransformer_abs_error_rateStemGNN_abs_error_rateDilatedRNN_abs_error_rateRNN_abs_error_ratemin_abs_error_rate_predictionmin_abs_error_rate_column_name
22024-02-1281.180.1282.5378.8381.2181.3281.8858.1381.4778.9981.1685.0780.6380.981.9879.3379.1480.3881.6581.6181.510.010.00.00.00.00.00.00.010.030.010.010.00.020.030.010.030.030.040.2981.47GRU
32024-02-1380.9179.7682.4278.8881.4881.3281.458.1381.4379.3581.2885.0181.2681.2881.3279.3679.2680.4581.5481.4982.070.010.010.010.010.010.010.010.010.010.030.00.010.010.030.030.020.040.030.040.2982.42LSTM
42024-02-1481.9680.982.980.8981.982.0982.6458.1381.9979.7382.0585.6182.8182.0182.3679.5679.4181.0482.2582.0780.99-0.010.020.020.010.010.020.010.010.010.020.020.020.010.00.020.00.00.020.060.2881.04MLPMultivariate
52024-02-1581.3980.9181.9780.6181.3381.4782.4458.1381.1179.4881.4284.7481.4281.2280.7780.7279.4980.3381.3480.9982.160.010.020.010.010.010.00.010.010.010.020.00.010.010.020.030.020.020.030.030.2981.97LSTM
62024-02-1682.3582.1983.0178.9381.9682.4583.9158.1382.1979.982.2485.882.8382.2381.8880.7479.5881.2182.1882.1682.740.010.010.010.010.010.010.00.010.010.020.00.00.010.010.030.020.050.040.040.382.83MLP
72024-02-1983.2281.9483.4577.1582.3883.2783.9958.1382.6580.1282.5886.584.2482.482.781.4879.6981.6282.5982.7482.73-0.00.00.00.00.00.020.010.00.00.020.010.020.00.010.030.010.070.040.050.382.74DeepNPTS
82024-02-2083.8581.7883.4277.5182.5983.2883.2658.1382.6380.1982.3386.684.0682.9582.4281.8179.8181.7682.4682.7381.5-0.010.010.010.010.010.020.020.010.020.00.020.030.020.00.020.00.050.020.060.2981.76MLPMultivariate
92024-02-2182.0179.6182.3977.4381.7482.4481.7658.1381.6679.8381.7885.4482.2781.9281.9880.8179.8981.381.4681.4982.110.010.00.010.010.00.00.00.00.00.020.00.00.010.030.030.010.060.030.040.2981.98NLinear
102024-02-2282.3880.4582.9576.881.9782.1382.5758.1382.2679.982.0685.9883.0482.4281.8180.8679.9582.0181.7382.0982.70.010.010.010.010.010.00.010.010.00.020.00.00.010.030.030.010.070.030.040.382.57PatchTST
112024-02-2383.1381.3283.4277.5282.6282.5383.4758.1382.7180.0282.3386.5583.8282.7483.2881.9480.0683.3282.9182.6880.8-0.020.030.030.020.020.030.020.020.020.010.030.040.020.010.010.030.040.010.070.2881.32Informer
122024-02-2681.079.981.7977.1881.6981.1581.7358.1381.0879.5481.2784.7981.5781.1880.7781.080.1581.6481.5880.8281.670.010.010.00.010.00.00.010.00.010.010.00.00.010.020.030.00.050.020.040.2981.69TSMixer
132024-02-2781.5879.9182.6177.5881.8681.5682.4958.1381.9279.8181.785.4482.181.8481.9382.1180.2681.6382.2881.5782.660.010.010.00.010.010.00.010.010.010.010.00.010.010.030.030.010.060.030.030.382.61LSTM
142024-02-2881.681.1683.4177.2782.3481.9882.858.1382.6980.1382.0386.4481.6682.282.982.9880.4281.7582.7382.1382.15-0.010.010.010.010.00.010.00.00.00.010.020.010.00.010.020.00.060.020.050.2982.13DeepNPTS
152024-02-2980.9981.2882.9477.1482.1881.2482.2158.1382.1980.0682.1186.0381.2481.8782.6583.0280.5381.682.5382.1381.91-0.00.010.010.00.00.00.010.00.00.010.010.010.00.010.020.00.060.020.050.2981.87DLinear
162024-03-0178.6381.982.7677.0481.8481.6681.7358.1382.0480.1581.9285.7578.8682.082.1383.080.6480.5381.9381.883.550.020.020.020.020.020.020.020.020.020.010.010.060.020.020.040.040.080.030.030.383.0TFT
172024-03-0481.1784.0484.1378.4783.0183.0483.3358.1383.4280.6882.9687.3282.4383.6183.0883.9780.7982.9983.1483.5482.8-0.010.00.00.010.00.010.00.00.010.010.020.00.010.020.030.00.050.020.050.382.96BiTCN
182024-03-0582.0883.9183.4578.9683.0182.9982.9558.1382.7480.5383.1886.7682.7182.8882.983.7380.9582.4983.0682.882.04-0.010.010.010.010.010.010.010.010.010.020.020.010.010.020.020.010.040.010.060.2982.49MLPMultivariate
192024-03-0681.6183.5982.8478.8582.6582.5482.3558.1382.1880.3982.9286.0182.5982.9381.9882.9281.0682.7982.7282.0482.960.010.010.00.010.00.010.010.00.00.00.00.00.010.010.030.00.050.020.040.382.93DLinear
202024-03-0782.6784.4183.6479.1183.1983.5383.4158.1383.080.683.4586.8583.5283.1183.383.4681.282.9683.482.9682.960.00.00.010.00.00.010.010.010.00.010.010.010.00.020.030.00.050.020.050.382.96MLPMultivariate
212024-03-0883.2484.2183.6179.7483.4283.5983.9858.1382.9580.583.6686.9483.8983.2883.3883.3481.3483.4783.6482.9682.08-0.010.020.020.010.020.020.020.020.010.020.020.020.010.030.020.020.030.010.060.2981.34StemGNN
222024-03-1183.3883.3182.8879.7482.6282.3883.1758.1382.2280.2983.086.183.683.0482.5182.0781.4383.2982.9282.0882.210.00.00.010.00.010.010.00.010.010.00.010.020.00.010.020.010.030.010.050.2982.22GRU
232024-03-1282.2883.2383.0279.7282.3682.3182.358.1382.3880.382.6486.1982.583.2382.6281.5381.5382.4682.3582.0981.92-0.00.010.010.010.010.00.00.010.020.00.010.010.00.020.020.010.030.00.050.2982.09DeepNPTS
242024-03-1381.2282.4982.7779.6582.0281.9981.8858.1382.1280.1182.485.9582.3682.6482.480.5281.6182.1982.3181.8284.030.030.020.020.020.020.030.020.020.020.040.010.020.030.020.050.020.050.030.020.3182.77LSTM
252024-03-1483.583.9284.5380.6183.3283.8983.5958.1383.8480.8583.5187.8184.2583.0683.7982.1381.7783.3383.4984.0285.420.020.020.020.020.020.020.020.020.030.040.010.010.020.020.050.020.060.040.030.3284.53LSTM
262024-03-1585.5885.5985.6181.3784.6285.5285.4358.1384.8581.5384.789.1385.4584.5384.8483.7981.9684.8585.0285.4285.34-0.00.010.00.010.010.00.00.010.010.020.00.00.00.00.040.010.050.040.040.3285.42DeepNPTS
272024-03-1884.8585.1285.581.5185.1285.6985.2758.1384.7681.8984.8289.2285.4885.0985.2784.5382.1585.2485.3485.3486.890.020.020.020.020.020.020.010.020.020.030.020.020.020.020.060.020.060.050.030.3385.69TSMixerx
282024-03-1986.8586.7786.7682.286.387.0386.5158.1386.0682.7485.8190.5386.8885.9286.8585.7982.3986.8486.786.8787.380.010.010.010.020.010.010.00.020.020.020.010.010.010.010.050.010.060.060.040.3387.03TSMixerx
292024-03-2088.2687.7487.1383.0486.9787.2787.558.1386.4483.1286.5191.1688.4887.1687.0687.5682.6583.7787.2687.3285.38-0.020.020.020.010.020.020.020.010.020.030.020.040.020.030.030.020.030.030.070.3286.44GRU
302024-03-2186.7286.0785.5182.0185.8485.5886.1158.1384.9782.6585.489.6785.5585.7885.6285.7782.8182.6285.8285.3885.24-0.00.00.010.00.010.010.00.00.010.010.00.00.00.010.030.030.040.030.050.3285.38DeepNPTS
312024-03-2285.6985.7585.4781.5985.4885.4185.5358.1385.0682.5585.3189.5185.2285.5685.3185.4782.9282.2585.3685.2384.83-0.00.010.010.00.010.010.010.010.010.010.010.00.00.010.030.030.040.020.060.3185.06GRU
322024-03-2584.6886.6885.1481.5285.284.784.7158.1384.7482.2185.1689.2185.8385.4284.7685.6482.9981.7685.1184.8386.080.010.020.010.020.010.020.020.010.010.010.010.00.010.010.040.050.050.040.040.3285.83MLP
332024-03-2686.6187.2986.1781.6585.8385.9285.8958.1385.782.5385.6590.2886.6485.6486.0885.8783.1382.1886.0286.0885.63-0.010.010.00.00.00.00.00.00.00.00.010.010.010.020.040.040.050.030.050.3285.64DLinear
342024-03-2784.8187.0785.7781.8885.9386.1485.5258.1385.2782.4185.5289.9386.0485.6385.9285.5983.2382.3185.8685.6385.41-0.00.010.010.00.010.00.010.00.00.00.00.010.00.020.040.040.040.030.050.3285.52BiTCN
352024-03-2885.2886.185.5982.7585.8186.1885.4158.1385.1482.4785.589.7484.9785.8886.0985.6183.3782.3985.9885.487.00.020.010.010.020.010.020.010.020.010.020.020.020.020.010.050.050.050.040.030.3386.18TSMixerx
362024-04-0186.2787.6686.8883.4186.786.7786.9258.1386.3883.086.1791.0586.3486.8487.2387.2683.5883.3587.1186.9487.420.00.00.00.010.010.010.010.010.010.00.010.010.010.00.050.050.050.040.040.3487.26TFT
372024-04-0287.5187.387.1884.0687.3586.7587.3358.1386.6283.2786.6391.5287.9887.6287.4687.7583.8282.7987.5187.4288.920.020.020.020.030.020.020.020.030.010.010.020.010.020.020.060.070.050.060.030.3587.98MLP
382024-04-0388.0488.6388.3685.2588.5388.789.058.1387.7784.1587.9292.7889.0388.3789.1488.4784.184.289.1388.9289.350.00.00.00.020.010.00.010.020.010.010.010.00.00.010.060.060.050.060.040.3589.14NLinear
392024-04-0488.4389.8588.6986.189.1988.6589.4858.1388.0884.5888.5593.3189.5588.5689.0588.7884.3984.1389.6389.3590.650.010.020.010.030.020.010.020.020.020.020.020.010.010.010.070.070.050.070.030.3689.85Informer
402024-04-0589.6590.7889.7287.1590.1389.6390.858.1389.185.4589.6894.5190.1490.2390.5189.4884.7384.7290.7290.6591.170.010.010.00.020.010.00.020.020.010.020.020.010.010.00.060.070.040.070.040.3690.8PatchTST
412024-04-0890.4891.8190.1387.4290.7191.0191.5858.1389.5185.9390.4995.1291.5890.7191.3990.0185.0585.3391.2391.1790.38-0.010.010.010.010.00.010.010.00.00.00.00.010.010.020.050.060.030.060.050.3690.49BiTCN
422024-04-0989.8891.7789.5286.1890.490.4391.058.1389.0185.8390.0294.7890.4490.5290.5989.9585.3185.7290.6290.3889.42-0.010.010.010.00.010.020.010.010.010.010.00.010.010.030.040.040.040.050.060.3589.52LSTM
432024-04-1089.2491.1288.7985.7589.7890.1790.0958.1388.4585.5589.4394.0889.8790.2689.5888.9685.5386.1189.5889.4290.480.010.010.010.020.010.00.00.010.00.020.020.010.010.010.050.050.050.050.040.3690.26DLinear
442024-04-1190.7891.5389.6487.7690.3690.2491.0358.1389.3185.7890.1994.9992.1790.6490.2189.6785.7888.690.4290.4789.74-0.010.010.010.00.010.010.010.00.010.00.00.030.010.020.040.010.020.040.060.3589.67TFT
452024-04-1290.9591.3689.0588.7690.0989.9990.3858.1388.7185.4889.8294.4890.8190.4589.8789.2786.0186.9390.2789.7390.450.010.010.00.020.00.00.010.010.00.010.020.00.010.010.050.040.020.050.040.3690.45DLinear
462024-04-1590.5191.489.6289.5390.6490.7190.9758.1389.2885.7790.0295.0590.5290.690.6189.7286.2586.0790.7990.4490.1-0.00.010.010.010.010.010.010.00.010.00.010.00.00.010.050.040.010.040.050.3590.02BiTCN
472024-04-1690.7890.7489.3389.3190.5690.5790.458.1389.085.6890.0294.7890.4190.0590.6489.786.4586.4190.8390.0990.02-0.00.010.010.010.010.00.010.00.00.00.010.00.00.010.050.040.010.040.050.3590.02BiTCN
482024-04-1791.2190.4589.2789.4890.2389.889.9358.1388.9785.7389.694.7789.9290.8290.5189.7586.6586.390.5789.9187.29-0.030.040.040.020.030.030.030.030.040.030.020.030.030.040.020.010.030.010.090.3386.65StemGNN
492024-04-1888.4687.2687.187.7388.1987.7487.5558.1386.9484.7987.9292.4986.888.6988.2487.5486.7883.8588.2987.3587.11-0.00.010.010.00.010.010.010.010.020.00.00.00.00.00.030.040.010.00.060.3387.1LSTM
502024-04-1986.4987.3687.0186.1387.5387.4787.1258.1386.9484.5587.2992.1886.4288.0187.7887.6786.8984.4287.6187.2287.290.00.010.00.00.00.00.00.00.010.00.00.010.00.00.030.030.010.00.060.3387.29BiTCN
512024-04-2287.3987.2687.1486.7987.5187.3187.6758.1386.9884.387.592.1587.9887.9687.4587.8386.9985.0287.9187.9687.0-0.00.010.010.00.010.010.00.010.010.010.00.010.010.00.030.020.00.00.060.3386.99StemGNN
522024-04-2388.0187.8386.8988.9787.2987.2987.3858.1386.6584.1787.1891.8987.3387.1886.7887.9387.1186.2287.4487.5487.390.00.010.00.010.00.00.00.00.00.010.010.00.00.010.040.010.020.00.050.3387.38PatchTST
532024-04-2487.6787.9787.289.8387.687.3588.0158.1386.9184.3487.6892.0387.0387.8987.5887.7687.2386.7988.0387.4787.04-0.00.010.010.00.010.010.00.010.010.010.00.00.00.010.030.00.030.00.060.3387.03MLP
542024-04-2587.288.986.990.187.4887.0287.6158.1386.5884.2287.491.7487.5887.9787.7887.5487.3287.4187.7287.2987.770.010.00.00.010.00.00.010.00.00.00.010.00.010.010.040.00.030.010.050.3487.78NLinear
552024-04-2688.5689.3487.4991.2287.8788.0288.1458.1387.1384.4488.092.2688.3888.0287.8887.5187.4387.8488.088.0888.210.00.00.00.010.00.00.00.00.00.010.010.00.00.010.040.00.030.010.050.3488.14PatchTST
562024-04-2987.0389.3887.8292.8988.2588.1488.2758.1387.4184.6288.4792.6488.5988.9988.3887.9287.5688.5688.3688.1587.2-0.010.010.010.00.010.010.010.010.020.010.010.020.010.020.030.020.070.00.060.3387.41GRU
572024-04-3086.288.5687.0191.0687.7587.5987.4158.1386.6384.3687.7791.8587.4188.2687.4587.6287.6488.1187.887.8286.33-0.010.010.020.00.020.010.010.020.020.010.010.010.020.030.020.020.050.020.060.3386.63GRU
582024-05-0187.3187.4486.3389.6487.0486.9487.0958.1386.0584.0786.9591.0487.9887.6586.687.4287.787.4687.1488.0283.44-0.030.040.040.030.040.040.040.040.050.050.030.050.050.050.010.050.070.050.090.384.07TCN
592024-05-0284.7683.0983.9688.0484.783.0784.4158.1383.8282.9585.0888.4285.8485.6884.0284.6887.7285.384.6983.7683.670.00.00.010.00.010.010.010.020.020.010.00.030.00.010.010.020.050.050.060.3183.76DeepNPTS
602024-05-0385.3684.0784.2487.6883.9682.6384.0958.1384.0782.5784.6888.3984.4584.5884.3784.5987.7384.9984.1783.4982.96-0.010.020.010.010.010.010.00.020.020.020.020.020.010.010.00.020.060.060.070.382.63TSMixerx
612024-05-0683.9985.5883.6386.5383.4681.9582.8358.1383.3681.984.287.6483.2383.7783.5984.2887.7384.2183.4984.9183.330.00.00.00.00.00.010.020.010.010.010.00.00.020.030.020.010.040.050.050.383.36GRU
622024-05-0783.6287.0283.9586.8783.5181.2283.258.1383.5781.8384.0487.8383.4984.1383.2684.3887.7484.7383.584.5883.16-0.0-0.010.0182.284.483.284.38PatchTSTTFT0.00.00.00.00.00.020.010.010.010.010.00.020.050.020.020.040.060.060.383.2PatchTST
632024-05-0883.1286.0783.7887.6683.3682.8383.4858.1383.3481.6983.6987.5383.8384.283.184.387.7585.383.2783.7683.580.01-0.010.0182.6184.8382.8384.3TSMixerxTFT0.010.00.00.00.00.010.00.010.010.00.00.00.030.020.020.050.050.050.383.48PatchTST
642024-05-0982.6386.9484.1388.1583.5483.0483.6758.1383.6381.8184.1187.8483.7984.2183.3984.4587.7786.0783.6483.5683.880.0-0.010.0182.9885.1383.0484.45TSMixerxTFT0.010.00.00.00.00.010.00.00.010.00.00.00.040.020.030.050.050.050.3183.79MLP
652024-05-1082.9586.5484.3688.3284.0184.3483.8858.1383.8281.9184.2788.083.3183.5784.4784.587.7786.4184.1183.7482.79-0.01-0.010.0181.8384.0281.9184.01TCNTSMixer0.020.020.010.010.010.020.020.010.020.020.010.010.050.010.040.070.060.060.383.31MLP
662024-05-1383.2186.3383.4487.4183.4483.1982.8658.1382.981.5683.9287.0282.8682.9582.6883.787.7384.9283.3283.8383.360.01-0.010.0182.3984.682.6883.92NLinearBiTCN0.010.00.010.00.010.00.010.00.00.00.010.010.040.020.020.050.050.040.383.32TiDE
672024-05-1484.4585.983.9687.383.6283.5483.3158.1383.4281.6883.9487.4384.5183.7883.3683.9287.6985.3483.5184.1782.38-0.01-0.010.0181.483.6181.6883.54TCNTSMixerx0.010.010.010.020.010.010.020.020.020.020.030.020.040.010.040.060.060.060.2981.68TCN
682024-05-1583.1183.683.1286.2683.1183.3182.7958.1382.5781.2883.6986.5783.9282.8882.8283.6687.6184.7282.8283.8882.750.0-0.010.0181.8183.9882.5783.92GRUMLP0.00.00.00.00.00.010.010.00.010.00.010.010.010.020.020.040.060.050.382.79PatchTST
692024-05-1683.3783.9883.4686.7583.1883.2783.0758.1382.8981.2783.6186.8384.5883.2482.9183.7287.5285.0683.1783.3483.270.01-0.010.0182.3284.5182.8983.98GRUInformer0.00.00.00.00.00.00.00.00.010.00.020.00.010.020.020.040.050.040.383.27TSMixerx
702024-05-1782.3684.3283.8887.3383.4983.7783.1658.1383.2881.3883.3887.2983.0683.283.583.7487.4885.1783.2683.383.980.01-0.010.0183.0285.2383.0685.17MLPMLPMultivariate0.010.010.010.010.010.00.010.010.00.00.010.010.00.030.010.040.040.040.3183.88LSTM
712024-05-2083.484.4384.4588.6283.9884.1783.6258.1383.8181.5783.6387.9882.8484.183.7284.0487.4685.3483.9282.983.71-0.0-0.010.0182.8184.9682.8484.45MLPLSTM0.00.00.00.00.00.010.00.00.00.010.010.010.010.030.020.060.040.050.3183.72NLinear
722024-05-2183.8584.6384.288.4783.9784.3283.4358.1383.5881.5883.7887.7683.0583.9283.983.5687.4484.6483.7283.6682.88-0.01-0.010.0181.9984.1183.0583.97MLPTSMixer0.010.010.010.010.010.020.010.010.010.020.00.010.020.020.020.070.060.060.383.05MLP
732024-05-2283.0784.0883.5288.183.4983.9182.7958.1382.9481.2783.7287.0381.7383.7883.0982.6987.3884.1683.183.6181.9-0.01-0.010.0180.9783.1281.2783.1TCNTiDE0.010.010.010.020.010.020.020.020.010.020.00.020.030.010.030.080.070.060.2981.73MLP
742024-05-2382.2683.0382.7486.9582.7883.1982.4258.1382.1880.8483.4886.0582.782.6682.3981.8887.3283.3382.5283.7481.36-0.01-0.010.0180.4382.5780.8482.52TCNTiDE0.010.010.010.020.010.020.030.020.010.020.020.030.020.010.020.070.070.060.2980.84TCN
752024-05-2481.5381.4382.3285.4882.1882.2681.8458.1381.7580.3983.1285.4581.6881.7181.8381.3287.2582.0682.0482.9181.840.01-0.010.0180.9183.0681.3282.91TFTDeepNPTS0.00.00.00.00.00.010.020.00.010.010.00.010.00.020.00.040.070.040.2981.84PatchTST
762024-05-2781.6281.4582.7484.8682.2482.4782.3758.1382.1280.3483.1285.8382.2381.9981.9281.2587.1481.8282.4182.0182.880.01-0.010.0181.9484.0881.9983.12DLinearBiTCN0.010.010.010.010.010.00.00.010.020.00.010.010.020.030.010.020.050.040.382.74LSTM
772024-05-2882.5582.1483.5985.3483.0283.5782.6158.1382.9180.6683.2786.7981.8282.5283.0282.1787.0482.4282.9281.8383.940.01-0.010.0182.9885.1683.0283.59NLinearLSTM0.010.010.010.010.020.00.010.020.020.00.030.030.020.040.020.020.040.030.3183.59LSTM
782024-05-2983.9283.2384.4286.9183.6784.1683.8458.1383.7181.1183.5887.7783.9283.2583.9484.2286.9184.5283.8682.9583.43-0.01-0.010.0182.4884.6482.9584.52DeepNPTSMLPMultivariate0.010.010.00.00.00.010.00.00.010.010.010.010.00.030.010.040.040.050.383.58BiTCN
792024-05-3083.2282.083.9686.4883.5183.782.9858.1383.2781.1682.9987.3883.4383.183.4683.3986.7583.9383.0983.3381.88-0.02-0.010.0180.9183.0781.1682.99TCNBiTCN0.020.010.020.020.010.020.010.010.020.030.020.020.00.010.030.060.060.070.2982.0Informer
802024-05-3181.9180.5382.6985.5982.3982.7282.0658.1382.0680.7981.9585.9482.9882.182.3381.7986.5282.6282.0983.081.11-0.01-0.010.0180.1582.2980.5382.1InformerDLinear0.010.010.010.020.010.020.010.010.010.020.020.020.010.00.020.060.070.060.2880.79TCN
812024-06-0380.4379.8182.185.0581.6782.1981.0958.1381.5180.3281.2885.1480.6681.7681.2881.3886.2580.8281.2282.6378.36-0.03-0.010.0177.4379.50.040.040.040.040.030.050.040.040.040.050.030.050.020.020.030.090.10.090.2679.81Informer
822024-06-0477.8878.179.6883.179.879.6879.158.1379.1579.2980.2582.477.7179.5578.6780.0585.9777.8579.381.8877.52-0.01-0.010.0176.678.6477.7178.1MLPInformer0.010.020.020.030.020.030.040.030.030.030.00.060.010.020.00.070.110.060.2577.71MLP
832024-06-0577.1777.9479.0180.0478.7677.7679.1758.1378.4578.5480.0181.3477.4678.6477.6779.585.7276.3978.3881.1678.410.01-0.010.0177.4879.5577.6779.5NLinearTFT0.010.00.00.00.010.010.020.00.010.010.010.040.010.00.030.020.090.040.2678.38TiDE
842024-06-0678.0178.7779.9178.6579.1878.9579.3758.1379.1378.4180.3582.1377.5978.4578.8179.6885.4277.4378.9278.779.870.02-0.010.0178.9281.0378.9280.35TiDEBiTCN0.010.010.010.010.010.010.010.020.00.00.030.010.010.020.030.020.070.030.2779.91LSTM
852024-06-0779.5779.681.1780.0380.0580.3180.1358.1380.2278.6380.583.5379.679.4780.2980.1585.1680.0480.1778.7979.62-0.0-0.010.0178.6780.6678.7980.5DeepNPTSBiTCN0.010.010.010.010.010.010.010.00.010.020.00.010.00.010.010.010.070.050.2779.6Informer
862024-06-1079.9279.4480.8780.0579.9780.479.5258.1379.978.6680.3383.2680.2879.6979.8679.8484.8580.1779.7179.281.630.03-0.010.0180.6682.8180.8780.87LSTMLSTM0.020.020.020.020.030.020.020.020.020.010.020.030.030.040.020.020.040.020.2980.87LSTM
872024-06-1181.3480.482.6180.8580.9581.8581.4358.1381.6179.4480.7485.181.1981.2681.7681.1684.5981.3880.8980.2581.920.0-0.010.0180.9582.9880.9582.61TSMixerLSTM0.00.010.00.010.010.00.010.010.010.010.010.020.020.030.010.010.030.040.2981.85TSMixerx
882024-06-1281.4680.7782.7781.7181.5882.1681.7958.1381.8179.7180.9585.4981.7581.5382.0181.6984.3382.081.4881.382.60.01-0.010.0181.6283.6781.6982.77TFTLSTM0.010.010.010.010.010.010.020.010.010.00.010.020.020.040.010.010.020.040.382.77LSTM
892024-06-1381.5881.7183.3282.2782.2582.1882.3358.1382.4180.1781.6486.1782.0581.682.2682.2184.1982.1382.2882.4882.750.0-0.010.0181.7783.8382.0583.32MLPLSTM0.010.010.00.010.010.010.010.010.010.010.010.00.010.030.010.010.020.040.382.48DeepNPTS
902024-06-1481.1881.2683.4382.2382.6482.482.5358.1382.5980.4282.0686.3982.5982.1982.4282.5984.0682.6882.7282.8282.62-0.0-0.010.0181.6583.6982.0683.43BiTCNLSTM0.00.00.00.00.00.00.010.010.00.010.00.00.020.030.00.00.020.050.382.64TSMixer
912024-06-1782.1981.083.3282.5782.7582.482.6358.1382.5480.5282.3186.3982.6982.3382.4482.0383.9182.8782.8882.6984.250.02-0.010.0183.2685.4783.3283.91LSTMStemGNN0.020.020.020.020.020.020.020.020.030.010.020.020.040.040.020.020.00.030.3183.91StemGNN
922024-06-1884.1182.1984.6883.2583.6683.3984.258.1383.9381.1683.4687.983.9483.2784.2585.6483.8284.3384.1282.4885.330.01-0.010.0184.3286.4484.3385.64MLPMultivariateTFT0.010.010.020.020.010.020.020.020.00.010.020.030.040.050.010.020.020.030.3285.64TFT
932024-06-1985.283.4685.5383.3784.7184.8185.0158.1384.7581.6684.3889.0385.1184.5884.985.9383.7484.9884.5684.285.07-0.0-0.010.0184.0786.1884.285.93DeepNPTSTFT0.00.010.00.00.00.00.010.010.010.010.00.010.020.040.00.020.020.050.3285.11MLP
942024-06-2085.4483.9485.2982.884.7485.8484.7158.1384.5681.884.6488.9985.7784.7485.0785.8883.6785.3184.684.9985.710.01-0.010.0184.786.8284.7185.88PatchTSTTFT0.010.010.010.010.010.00.010.010.00.00.00.010.020.050.00.030.020.040.3285.77MLP
952024-06-2185.4584.1885.8382.5585.1386.7484.758.1385.1782.1485.0589.685.8485.185.1885.7283.5985.0684.7385.6984.33-0.02-0.010.0183.3385.4183.5985.18StemGNNNLinear0.010.00.010.010.00.030.010.010.020.020.020.020.00.030.010.020.010.060.3184.18Informer
962024-06-2484.1382.5884.6782.4684.5585.8883.958.1384.1281.6584.6588.5284.3584.6384.2583.5383.4484.0584.2384.3285.150.01-0.010.0184.1486.2484.2385.88TiDETSMixerx0.010.010.010.010.010.010.010.010.020.010.010.010.030.040.010.030.020.040.3284.67LSTM
972024-06-2585.684.4885.4182.6685.086.4285.0258.1384.8881.9385.3289.2185.7484.4185.2984.4783.3684.4385.0685.1384.22-0.01-0.010.0183.2285.2983.3685.13StemGNNDeepNPTS0.010.010.010.010.010.030.010.00.00.010.020.010.00.030.00.020.010.060.3184.41DLinear
982024-06-2685.1583.7184.6182.9984.9485.4884.3658.1384.1381.584.8888.4385.0883.7784.5183.5383.2884.3584.8384.8784.470.0-0.010.0183.4685.5483.5385.48TFTTSMixerx0.00.00.00.010.00.010.00.010.010.00.010.00.010.040.00.020.010.050.3184.51NLinear
992024-06-2784.2783.8484.8583.0784.885.1784.4758.1384.3781.6684.8388.6384.0284.1684.8384.0983.3184.1885.0384.1685.260.01-0.010.0184.2586.2884.3785.17GRUTSMixerx0.010.00.010.010.010.00.010.010.010.00.010.010.020.040.010.030.020.040.3285.17TSMixerx
1002024-06-2884.283.1885.583.4685.2485.2185.7358.1384.9781.9285.0789.383.7784.8285.5484.6383.3784.4785.4984.0685.0-0.0-0.010.0183.9986.0284.0685.73DeepNPTSPatchTST0.010.010.00.00.010.00.00.00.00.010.010.010.020.040.010.020.020.050.3284.97GRU
1012024-07-0184.3983.0485.2682.8485.085.0884.9258.1384.7281.9584.8389.284.0985.1385.4884.683.4384.2385.2284.7186.60.02-0.010.0185.5787.70.010.020.020.020.020.020.020.020.020.020.030.020.040.050.030.040.040.030.3385.48NLinear
1022024-07-0285.2683.7386.5683.5385.9786.1885.8158.1385.9982.6885.790.5184.9985.9586.5485.8783.5484.8486.1686.586.24-0.0-0.010.0185.2187.3485.786.56BiTCNLSTM0.00.00.00.00.00.00.010.00.00.00.010.00.030.040.020.030.030.050.3386.18TSMixerx
1032024-07-0385.0984.3186.2483.9286.1385.7985.8758.1385.6682.6985.9290.3885.1285.5986.0685.3583.6485.1186.1786.2487.340.01-0.010.0186.388.460.010.010.020.010.020.020.020.020.020.010.030.010.030.050.030.040.040.030.3386.24DeepNPTS
1042024-07-0484.9886.6487.1384.9686.9787.4586.7858.1386.5683.3286.9191.3485.887.0786.9585.4283.7785.9287.1387.3487.430.0-0.010.0186.3988.5586.5687.45GRUTSMixerx0.010.00.010.010.010.00.010.00.020.00.020.00.010.050.020.030.040.040.3487.45TSMixerx
1052024-07-0586.9788.3287.1886.4187.5888.0687.7858.1386.6383.587.8291.5187.787.0887.6885.583.8987.187.887.4386.54-0.01-0.010.0185.5187.6586.4187.58iTransformerTSMixer0.010.010.00.010.010.020.010.010.010.010.010.010.020.040.010.00.030.060.3386.63GRU
1062024-07-0887.4686.6786.4786.7387.1887.6487.4258.1386.083.387.7390.9188.486.9486.8985.0384.087.0787.4186.5485.75-0.01-0.010.0184.7386.8585.0386.73TFTiTransformer0.010.020.00.020.020.020.020.010.010.010.030.010.010.030.020.010.020.060.3286.0GRU
1072024-07-0986.7586.3685.8786.2186.4686.2786.8958.1385.583.0287.290.286.8986.8186.3386.4384.0886.486.6285.7584.66-0.01-0.010.0183.5885.7484.0885.5StemGNNGRU0.020.020.010.020.030.020.030.030.020.010.030.010.020.020.020.020.010.070.3184.08StemGNN
1082024-07-1085.9484.3684.9985.0885.385.3585.8458.1384.6982.4286.0989.2885.485.8385.2186.0284.1386.085.4184.6685.080.0-0.010.0184.0786.1784.1386.09StemGNNBiTCN0.00.00.00.00.010.00.010.010.010.00.00.00.010.030.010.00.010.050.3285.08iTransformer
1092024-07-1185.3284.9585.3784.2185.185.4185.3158.1385.0382.485.7789.5685.3485.9185.3686.1284.285.3585.3485.0885.40.0-0.010.0184.3886.4984.9586.12InformerTFT0.00.00.00.00.00.00.00.010.010.00.00.00.010.040.00.010.010.050.3285.41TSMixerx
1102024-07-1286.5985.5885.6183.8685.2685.4485.2858.1385.282.3685.789.8286.4185.6685.5485.9384.2685.5685.2985.485.03-0.0-0.010.0184.0286.1284.2685.93StemGNNTFT0.010.00.00.00.00.00.010.010.010.010.020.00.010.030.010.010.010.060.3285.2GRU
1112024-07-1585.2584.5685.2983.2985.0185.1684.6458.1384.8682.3385.489.4785.4385.0584.8485.0684.2984.185.0485.0284.85-0.0-0.010.0183.8485.9484.185.43MLPMultivariateMLP0.00.00.00.00.00.00.010.00.00.010.010.00.00.030.010.020.010.050.3184.86GRU
1122024-07-1685.5884.6885.1583.5784.8485.2885.0258.1384.7282.3285.0589.2285.4185.385.2183.9684.3284.5685.0484.7483.73-0.01-0.010.0182.6784.883.5784.74iTransformerDeepNPTS0.020.020.010.010.020.020.020.020.00.020.020.010.010.020.010.00.010.070.3183.57iTransformer
1132024-07-1783.2683.8484.2283.4984.0584.6884.0358.1383.8381.8884.1388.1983.6684.2784.1483.3184.3483.8884.2883.9785.080.02-0.010.0184.086.1784.0384.68PatchTSTTSMixerx0.010.010.010.010.010.00.010.010.020.010.020.010.010.040.010.020.010.040.3284.68TSMixerx
1142024-07-1885.0385.3885.3784.0584.9985.085.8658.1384.9282.2785.1889.2684.7385.0685.2783.8884.4285.1385.1584.9585.110.0-0.010.0184.0386.284.0585.86iTransformerPatchTST0.00.00.00.00.010.00.00.00.010.00.00.00.00.030.00.010.010.050.3285.13MLPMultivariate
1152024-07-1986.0785.085.3684.7585.1785.0785.9158.1384.8482.2285.3289.3285.8485.285.0383.2184.5185.8785.4685.1482.63-0.03-0.010.0181.5683.6982.2283.21TCNTFT0.030.030.030.030.040.030.030.030.010.030.040.030.030.010.040.030.020.080.382.22TCN
1162024-07-2284.2480.2383.2883.2583.5182.3382.9658.1382.8481.6783.1687.1183.7383.8282.682.3184.5283.9183.3382.2982.4-0.0-0.010.0181.3383.4581.6783.33TCNTiDE0.00.010.010.010.010.00.010.020.00.010.020.00.030.010.020.010.030.060.2982.33TSMixerx
1172024-07-2383.8681.4383.1880.1982.7581.0282.758.1382.7981.3882.4886.6782.5983.4382.882.2584.5182.7482.980.6281.01-0.02-0.010.0179.9282.0580.1981.43iTransformerInformer0.020.020.020.020.020.00.020.030.020.030.020.00.010.00.020.010.040.070.2881.02TSMixerx
1182024-07-2481.1679.4782.0179.3681.6279.6881.6758.1381.5680.6981.4585.3680.882.2681.6581.7284.4581.5481.5680.0380.82-0.0-0.010.0179.7781.8580.0381.72DeepNPTSTFT0.010.010.010.010.010.010.010.020.010.010.00.010.020.00.010.020.040.060.2880.8MLP
1192024-07-2579.180.9881.979.2781.2379.4281.1258.1381.3680.2681.0485.0180.6181.2581.1381.884.481.0981.0781.1281.390.01-0.010.0180.3382.4380.6181.9MLPLSTM0.00.00.00.00.00.020.00.00.00.010.010.00.00.010.00.030.040.040.2981.36GRU
1202024-07-2680.5680.7682.3984.2781.6480.6381.9658.1381.7680.281.7385.4581.5781.9681.3482.2384.3981.7681.4682.2780.28-0.01-0.010.0179.2281.3180.280.76TCNInformer0.010.010.020.020.020.00.020.020.020.030.020.020.010.00.020.050.050.060.2880.2TCN
1212024-07-2980.8982.3781.484.2881.1981.0681.2158.1380.7179.8281.5484.3780.9381.5680.6781.5184.3881.2780.9781.3879.05-0.02-0.010.0177.9680.0679.8279.82TCNTCN0.020.020.020.030.030.030.030.030.030.030.020.030.040.010.030.070.070.070.2679.82TCN
1222024-07-3080.5482.7880.3584.1780.1280.8180.6958.1379.6679.3281.2782.9680.9580.9379.7180.9484.3881.2180.1781.3978.07-0.01-0.010.0176.9979.070.020.030.020.030.030.040.040.040.040.030.040.040.060.020.040.080.080.060.2679.32TCN
1232024-07-3178.8982.679.584.3378.9979.6379.1658.1378.8178.7680.6581.8679.2179.6178.7480.7184.3979.8578.9780.5780.840.04-0.010.0179.7281.979.8581.86MLPMultivariateDilatedRNN0.030.020.030.020.020.020.00.020.00.020.020.00.020.030.010.040.040.010.2880.71TFT
1242024-08-0180.0682.3682.0285.0480.581.281.0958.1381.1379.3681.1684.4379.7980.481.1781.8684.4180.5380.8379.9779.52-0.02-0.020.0178.380.5679.3680.53TCNMLPMultivariate0.020.020.020.010.020.020.020.010.030.030.00.010.040.00.010.070.060.060.2779.36TCN
1252024-08-0279.3482.1380.7485.2380.1580.1680.0158.1379.8478.9480.983.3279.9879.8679.5981.1584.4180.3780.1479.076.81-0.03-0.020.0175.5777.820.040.040.040.040.040.040.050.040.060.050.040.030.070.030.050.110.10.080.2478.94TCN
1262024-08-0577.1979.3378.1984.7177.9878.1177.4358.1377.5578.3378.8480.4477.7278.7376.8779.7284.3977.0877.5780.1476.3-0.01-0.020.0175.0777.376.8777.08NLinearMLPMultivariate0.010.020.020.020.010.020.030.030.040.020.020.050.040.030.010.110.110.050.2476.87NLinear
1272024-08-0675.8278.3677.8384.6376.9177.7476.7458.1377.277.7877.8379.7277.2778.0677.0879.0784.3376.2276.879.7576.480.0-0.020.0175.2577.4876.2277.27MLPMultivariateMLP0.010.00.010.010.00.020.020.020.030.020.010.040.020.020.00.110.10.040.2476.74PatchTST
1282024-08-0776.2979.2978.0684.3776.8276.9776.558.1377.2977.3777.2179.9477.0276.6576.8578.7384.2675.4576.7277.6178.330.02-0.020.0277.0779.6177.2179.29BiTCNInformer0.020.020.010.020.020.020.010.020.010.00.020.010.010.010.040.080.080.020.2678.06LSTM
1292024-08-0877.779.1179.8884.7378.1878.1577.9558.1378.7877.6477.7781.6877.6477.4478.2179.284.1975.7978.1577.579.160.01-0.020.0277.8980.4677.9579.88PatchTSTLSTM0.010.010.00.010.020.010.020.020.00.010.020.020.00.020.040.070.060.030.2779.2TFT
1302024-08-0977.7478.6280.5484.5479.2379.3178.558.1379.3977.9978.7582.5777.1579.0778.2879.1484.1275.9778.9577.9679.660.01-0.020.0278.3880.9778.580.54PatchTSTLSTM0.020.010.00.010.010.00.010.010.010.010.030.020.010.020.050.060.060.040.2779.39GRU
1312024-08-1278.4778.580.9385.0679.7980.179.4258.1379.7878.3979.5783.0678.1880.079.6179.2584.0677.9579.7379.0382.30.03-0.020.0280.9783.8383.0683.06DilatedRNNDilatedRNN0.030.030.030.030.030.030.030.030.040.020.050.040.050.050.050.030.020.010.2983.06DilatedRNN
1322024-08-1381.8780.2683.1585.9481.5982.0782.2558.1382.0579.5381.1985.4980.4881.3982.3982.3384.0183.481.7583.180.69-0.02-0.020.0279.3782.1979.5382.07TCNTSMixerx0.020.010.020.010.020.020.010.010.020.030.00.030.010.010.030.070.040.060.2880.48MLP
1332024-08-1480.7680.0581.6885.981.0880.8880.6658.1380.6479.2480.5984.2680.3380.3981.1180.4483.8983.7781.0281.2479.76-0.01-0.020.0278.4581.2479.2481.24TCNDeepNPTS0.020.020.010.020.010.010.010.010.010.020.010.020.00.010.050.080.050.060.2780.05Informer
1342024-08-1579.7180.4580.9585.1580.2280.2379.8258.1380.0279.0579.9483.3279.9379.8180.1579.3783.7682.4579.9978.0681.040.02-0.020.0279.7182.5579.8182.45DLinearMLPMultivariate0.010.010.010.010.020.010.010.020.020.00.010.040.010.020.020.050.030.030.2880.95LSTM
1352024-08-1681.281.3482.1186.0880.9280.9181.1858.1381.2179.380.6484.5880.3280.9280.5480.9383.6482.7580.7481.4879.68-0.02-0.020.0278.3481.1679.380.93TCNTFT0.010.010.020.020.020.020.010.020.020.030.010.020.020.00.040.080.050.060.2779.3TCN
1362024-08-1980.080.3280.8786.0280.2680.5480.1558.1379.9978.8980.0283.4780.3280.1279.8679.3483.5383.5280.081.0377.66-0.03-0.020.0276.3379.178.8978.89TCNTCN0.030.030.030.030.030.040.030.030.020.040.030.040.030.020.080.110.080.070.2578.89TCN
1372024-08-2078.8380.3479.0583.5878.6978.9978.8858.1378.3278.1878.9681.3179.7978.5978.0477.8783.3684.5378.3779.0677.2-0.01-0.020.0275.8878.6477.8778.59TFTDLinear0.010.020.010.020.020.020.020.020.010.020.030.020.040.010.090.080.080.050.2577.87TFT
1382024-08-2178.2779.6378.7182.9777.9478.4477.9558.1377.9877.778.1880.7479.8577.2977.7777.4883.2185.3777.5379.5576.05-0.01-0.020.0274.7577.4677.2977.29DLinearDLinear0.020.020.030.020.020.030.030.020.020.040.050.050.050.020.120.090.090.060.2477.29DLinear
1392024-08-2277.6277.0577.5582.6977.077.4576.2658.1376.9377.0477.3479.5777.2976.6876.6976.7283.0485.0476.7177.9177.220.02-0.020.0275.9278.6676.2677.91PatchTSTDeepNPTS0.010.010.00.00.010.00.00.010.010.00.00.010.00.00.10.070.080.030.2577.29MLP
1402024-08-2377.579.2478.8383.2177.4178.5576.9458.1377.8976.9877.7280.6277.2377.5277.0877.3582.8584.2377.277.3378.150.01-0.020.0276.8479.676.9479.24PatchTSTInformer0.010.010.00.010.020.010.010.010.010.010.010.010.010.010.080.060.060.030.2677.89GRU
1412024-08-2678.3378.5979.6782.9478.3978.9277.4958.1378.5977.2578.2381.5577.7477.8878.1577.9582.6884.7877.8376.4880.360.03-0.020.0279.0481.8879.6781.55LSTMDilatedRNN0.030.030.020.020.040.020.030.030.030.010.030.050.020.040.060.030.030.010.2879.67LSTM
1422024-08-2779.6881.1281.5982.9780.1880.6980.2158.1380.478.0979.783.6179.6679.1180.480.5982.4986.0480.4679.9778.66-0.02-0.020.0277.3480.1578.0979.97TCNDeepNPTS0.020.020.020.020.020.030.010.010.020.040.010.020.030.010.090.050.050.060.2679.11DLinear
1432024-08-2878.4179.5179.9682.4579.4180.1979.0558.1378.8977.9279.3682.0778.4477.9478.9378.3682.2883.779.4479.0877.58-0.01-0.020.0276.2879.0577.9278.93TCNNLinear0.020.020.020.020.020.030.020.00.010.030.010.020.020.00.080.060.060.060.2577.92TCN
1442024-08-2978.478.4179.0280.8678.2478.6177.9658.1378.0977.7778.2880.8877.7378.4578.1977.3982.082.8178.2579.2378.820.02-0.020.0277.580.3177.7379.23MLPDeepNPTS0.010.010.010.010.010.00.010.00.020.00.010.010.010.010.050.030.040.030.2679.02LSTM
1452024-08-3078.9578.7380.2681.378.779.2379.1758.1379.2277.9178.3982.1379.4278.879.678.5981.7384.9778.9579.6576.93-0.02-0.020.0275.6178.3877.9177.91TCNTCN0.030.030.030.020.030.030.020.020.020.040.030.040.020.010.10.060.060.070.2477.91TCN
1462024-09-0276.8277.1578.3679.0877.6477.5577.2258.1377.5377.2777.0780.4877.976.7777.176.9981.4680.9877.1677.7877.520.01-0.020.0276.1978.7976.7778.36DLinearLSTM0.010.00.00.00.00.00.010.010.010.010.00.00.00.00.040.020.050.040.2577.53GRU
1472024-09-0378.4577.6279.0781.5477.6877.9378.0258.1378.0977.2976.9780.8778.9578.0976.877.3781.2381.6677.2977.7373.75-0.05-0.020.0272.2974.960.040.050.060.050.060.060.040.060.050.070.070.050.050.050.110.110.10.10.2176.8NLinear
1482024-09-0475.2973.7374.979.3875.2275.6274.1258.1374.6476.2575.2177.1374.9875.574.3375.3680.9880.3774.6877.4972.7-0.01-0.020.0271.2673.8973.7373.73InformerInformer0.020.030.030.030.020.040.030.040.040.030.030.070.010.050.110.090.110.060.273.73Informer
1492024-09-0572.8373.3373.9878.7973.5374.4472.758.1373.775.3374.3575.5174.1574.473.3974.7880.7179.0473.5777.7772.69-0.0-0.020.0271.2573.8872.773.7PatchTSTGRU0.010.010.010.010.00.020.020.020.030.020.020.070.010.040.090.080.110.040.272.7PatchTST
1502024-09-0672.3973.5974.0677.2773.2872.3172.9758.1373.6374.7374.275.5172.873.5673.1475.0580.4178.9472.9574.571.06-0.02-0.020.0269.5572.230.030.030.040.030.030.020.040.040.060.040.020.050.040.050.110.090.130.060.1872.31TSMixerx
1512024-09-0971.0872.1272.1774.7172.0770.8571.7358.1371.9473.8573.473.5771.8871.8271.4674.3580.177.3871.6172.8771.840.01-0.020.0270.3172.9970.8572.87TSMixerxDeepNPTS0.010.00.00.00.00.010.020.00.030.00.00.010.00.030.080.040.110.020.1971.82DLinear
1522024-09-1073.0172.6873.275.1172.2971.7272.1358.1372.6273.6674.2874.1973.372.5472.0473.979.7978.5472.0873.1169.19-0.04-0.020.0267.6370.30.040.040.050.040.040.040.070.050.070.060.060.060.050.060.140.090.150.070.1671.72TSMixerx
1532024-09-1168.9869.0369.9973.1770.5570.9770.3658.1369.7172.9573.3770.9669.3670.569.971.4579.575.1370.171.5370.610.02-0.020.0269.0171.7769.0371.53InformerDeepNPTS0.010.010.010.00.00.010.040.00.010.010.020.010.020.030.060.040.130.00.1870.55TSMixer
1542024-09-1268.9366.9171.9373.6170.6172.1370.7958.1371.2172.9972.7572.3870.5270.8971.0672.0579.1575.3670.9972.1971.970.02-0.020.0270.3473.3270.5272.99MLPTCN0.010.010.010.020.020.00.010.020.00.00.020.00.070.010.050.020.10.010.1971.93LSTM
1552024-09-1371.7769.173.4173.9571.5972.972.0358.1372.5873.2572.374.1972.1871.2772.1873.0578.875.8471.7270.7771.61-0.0-0.020.0269.9972.9670.7772.9DeepNPTSTSMixerx0.010.00.010.00.010.020.010.00.020.030.010.010.040.020.060.030.10.040.1971.59TSMixer
1562024-09-1671.8166.9872.8874.1571.6473.0571.0958.1372.1573.271.773.8373.870.6871.4773.1778.5473.9571.5370.8872.750.02-0.020.0271.1174.1271.4773.95NLinearMLPMultivariate0.020.020.010.020.020.00.010.030.010.00.010.030.080.010.020.020.080.010.272.88LSTM
1572024-09-1772.3169.374.2374.2672.6373.5672.3758.1373.2473.6371.6175.0772.972.5772.4674.0978.2973.8272.2973.6373.70.01-0.020.0272.0375.0972.2975.07TiDEDilatedRNN0.020.020.010.010.020.00.030.020.010.010.010.00.060.00.00.010.060.020.2173.63TCN
1582024-09-1872.3770.8575.2373.7673.3473.974.0258.1374.1373.9772.0776.3873.2273.5873.2174.4378.175.5773.0871.8273.65-0.0-0.020.0271.9975.0372.0774.43BiTCNTFT0.010.010.010.00.010.00.020.00.010.020.010.020.040.00.030.00.060.040.2173.58DLinear
1592024-09-1973.8672.6975.0974.7973.7174.3673.7658.1374.0874.172.1476.3575.5273.573.6773.6577.9177.1673.4274.374.880.02-0.020.0273.1976.2973.4275.52TiDEMLP0.020.020.010.020.010.010.040.020.020.00.010.010.030.010.030.00.040.020.2274.79iTransformer
1602024-09-2074.2973.7676.575.1374.6974.974.5958.1375.2974.6273.7777.6574.474.0774.5674.7877.7377.9974.7975.2474.49-0.01-0.020.0272.8175.8973.7675.29InformerGRU0.00.00.010.00.00.010.010.010.00.030.00.010.010.00.050.010.040.040.2274.56NLinear
1612024-09-2372.9371.475.9874.7474.7875.3774.3458.1374.9374.5973.9777.4873.874.6674.374.6977.5777.0574.5473.4573.21-0.02-0.020.0271.5674.4573.4574.34DeepNPTSPatchTST0.010.020.020.020.020.030.010.020.020.040.010.00.020.020.050.020.060.060.2173.45DeepNPTS
1622024-09-2472.2872.674.5274.174.0175.3173.1958.1373.7874.1873.675.9872.4974.3773.4373.8677.4375.573.6173.2974.470.02-0.020.0272.7975.7773.1975.5PatchTSTMLPMultivariate0.010.010.010.010.020.010.010.00.010.00.030.020.030.00.010.010.040.020.2274.52LSTM
1632024-09-2574.2873.1376.0774.4374.2975.6774.6358.1375.0374.3774.4977.3474.3374.2674.775.3477.3475.5474.2474.8672.9-0.02-0.020.0271.2574.1773.1373.13InformerInformer0.020.020.030.020.020.040.020.020.030.040.020.030.00.020.040.020.060.060.273.13Informer
1642024-09-2673.5972.5874.1773.3673.5774.3472.6658.1373.5473.8573.6175.7273.2172.8973.6773.0777.1374.9673.0173.9771.09-0.02-0.020.0269.3872.330.040.030.030.030.020.050.040.030.030.040.030.040.020.040.050.030.080.070.1872.58Informer
1652024-09-2773.0673.3972.1772.2572.0472.5971.9358.1371.7873.0272.8373.2873.0571.9271.571.1576.9376.1971.9874.4671.540.01-0.020.0269.8272.7871.1572.59TFTTSMixerx0.00.010.00.010.010.010.020.010.010.010.020.040.030.020.060.010.080.020.1971.5NLinear
1662024-09-3073.4872.9972.8572.6271.9472.6171.3858.1372.2672.8572.4873.7372.9471.6271.7371.4676.8277.6371.5674.271.70.0-0.020.0269.9772.9571.3872.94PatchTSTMLP0.00.00.010.00.00.010.010.00.00.020.020.030.020.020.080.010.070.030.1971.73NLinear
1672024-10-0172.3172.7773.0173.1672.072.1871.5358.1372.3972.7872.4474.0272.2372.1171.8871.5376.7276.071.9372.873.560.03-0.020.0271.7974.9971.8874.02NLinearDilatedRNN0.020.020.020.020.030.020.020.020.030.010.020.010.010.010.030.010.040.010.2173.16iTransformer
1682024-10-0274.6972.3875.1573.8873.473.8973.4458.1374.173.3673.2476.1774.1971.9573.6173.5676.6577.1473.3872.6773.90.0-0.020.0272.1275.3372.3875.15InformerLSTM0.00.010.00.010.010.00.010.030.00.020.00.020.020.010.040.00.040.030.2173.89TSMixerx
1692024-10-0373.4273.675.473.7474.0973.9473.6958.1374.3673.7473.6376.5973.3572.4773.7374.0976.5375.6473.873.0477.620.05-0.020.0275.7579.2476.5376.59StemGNNDilatedRNN0.050.050.040.050.050.050.050.070.050.030.060.060.050.050.030.050.010.010.2576.59DilatedRNN
1702024-10-0476.276.1579.3376.276.5877.0977.5958.1377.7375.5276.1680.2875.8776.3677.1474.9376.4878.6677.2376.078.050.01-0.020.0276.1779.6876.279.33iTransformerLSTM0.010.010.00.020.010.010.020.020.040.020.030.030.020.030.010.020.020.030.2677.73GRU
1712024-10-0776.8776.479.5576.3277.7378.3177.7858.1378.0676.1277.3180.9877.4176.3578.1376.2476.4377.9277.8376.7280.930.04-0.020.0278.9882.979.5580.98LSTMDilatedRNN0.030.040.040.040.040.030.040.060.060.020.040.050.060.060.040.060.060.00.2880.98DilatedRNN
1722024-10-0878.9777.6182.0778.2579.881.0679.6758.1380.5977.8278.9583.7679.9179.7280.5476.9176.3779.7580.478.577.18-0.05-0.020.0275.2679.0676.3778.95StemGNNBiTCN0.040.040.040.030.030.050.020.030.00.060.040.020.010.010.030.010.010.090.2576.91TFT
1732024-10-0976.7176.6778.4676.3378.1578.3176.8958.1377.3977.1577.4280.5476.7577.7177.4976.4776.2577.6577.7477.0976.58-0.01-0.020.0274.6778.4576.2578.31StemGNNTSMixerx0.010.020.010.020.00.020.010.010.00.020.00.010.00.010.010.00.00.050.2476.67Informer
1742024-10-1074.7175.8778.0975.6376.9577.5476.6558.1377.1776.7276.679.7876.476.5276.8676.5276.1577.2976.8876.379.40.04-0.020.0377.4281.4777.5479.78TSMixerxDilatedRNN0.030.030.030.030.030.020.040.040.040.020.040.040.040.030.030.050.040.00.2779.78DilatedRNN
1752024-10-1178.178.0280.8376.6478.7380.4279.5958.1379.6577.4979.0282.6378.7679.279.4578.0276.0879.1179.079.3879.04-0.0-0.020.0377.1481.177.4980.83TCNLSTM0.010.00.010.00.010.020.00.00.010.020.00.00.010.020.00.030.040.050.2679.02BiTCN
1762024-10-1479.3178.4580.3877.3379.1280.6179.9258.1379.2577.2279.2482.5980.0978.3479.1678.1576.0679.2579.2379.0477.46-0.02-0.020.0375.5979.4876.0679.25StemGNNMLPMultivariate0.020.020.020.020.030.040.020.010.010.040.030.020.010.00.020.00.020.070.2577.33iTransformer
1772024-10-1579.0678.4578.8876.5877.9979.6877.958.1377.9176.9578.1680.9378.4478.1777.4177.1776.0578.7778.0877.4474.25-0.04-0.020.0372.476.1976.0576.05StemGNNStemGNN0.040.050.050.050.050.070.050.050.040.060.060.040.060.040.060.030.020.090.2276.05StemGNN
1782024-10-1676.976.275.4974.0875.575.6374.2558.1375.1575.8674.3377.5674.4576.5574.9774.9475.9776.4274.9674.474.22-0.0-0.020.0372.3776.1674.0875.97iTransformerStemGNN0.010.010.010.020.00.020.00.030.010.020.00.00.030.020.030.00.020.040.2274.25PatchTST
1792024-10-1775.8875.275.7174.0174.4175.8574.9958.1375.1875.2173.8377.3575.2974.8975.4675.6275.9376.8474.8275.0874.450.0-0.020.0372.676.3973.8375.93BiTCNStemGNN0.010.00.010.00.010.020.010.010.020.020.010.010.010.010.030.010.020.040.2274.41TSMixer
1802024-10-1874.7874.6175.9973.874.5474.6273.9858.1375.3374.8973.7977.6274.0274.3774.775.7975.8575.8274.4575.2773.06-0.02-0.020.0371.2474.9773.7974.89BiTCNTCN0.020.020.030.020.010.020.010.020.040.040.010.030.020.030.040.010.040.060.273.79BiTCN
1812024-10-2172.4973.0374.3673.4673.7472.7772.7658.1373.8974.3273.2575.9971.8273.1572.9473.1375.7174.1873.5874.0974.290.02-0.020.0372.4476.2372.7675.99PatchTSTDilatedRNN0.020.010.010.010.020.020.010.020.020.00.030.00.020.00.00.010.020.020.2274.32TCN
1822024-10-2274.1573.5775.8973.6574.3474.2574.5758.1375.0174.7174.2277.1374.4973.974.0174.7775.5174.8874.5372.3776.040.02-0.020.0374.1578.0274.2277.13BiTCNDilatedRNN0.030.020.010.020.020.020.020.030.020.00.020.050.030.020.020.030.010.010.2475.89LSTM
1832024-10-2375.8875.8877.7274.6675.5975.377.2258.1376.5675.3275.8879.0176.4875.4876.0974.5275.4376.5376.373.6474.96-0.01-0.020.0273.0976.7973.6476.56DeepNPTSGRU0.020.020.020.010.030.00.010.010.010.040.020.020.010.00.020.00.010.050.2274.66iTransformer
1842024-10-2474.9675.2576.4274.6274.9874.9476.0858.1375.575.3475.1477.9775.674.7476.0373.7275.3576.0175.3974.6774.03-0.01-0.020.0272.1975.8473.7275.6TFTMLP0.030.020.020.010.030.010.020.010.00.030.020.010.020.020.030.010.020.050.2173.72TFT
1852024-10-2575.1375.9475.4274.5574.3273.3474.0358.1374.6575.0473.8376.8473.3574.2374.2175.4375.275.2674.2273.0475.630.02-0.020.0273.8177.4873.8376.84BiTCNDilatedRNN0.020.020.010.020.020.030.020.020.00.00.030.030.00.010.00.010.010.020.2375.43TFT
1862024-10-2871.6277.7177.2875.0575.0674.7775.2458.1376.275.475.5478.6174.375.6175.3675.3375.1675.5475.0575.5871.0-0.06-0.020.0269.2372.730.060.060.070.060.060.050.060.060.060.090.050.060.090.060.060.060.060.110.1874.3MLP
1872024-10-2971.572.2171.8272.5272.6371.8772.2758.1371.7174.0672.4573.5473.0473.5571.1572.2274.9974.0571.9174.470.73-0.0-0.020.0268.9772.4671.1572.45NLinearBiTCN0.010.020.010.030.020.020.020.040.020.020.030.050.020.050.050.030.060.040.1871.15NLinear
1882024-10-3072.6970.9971.970.1371.6571.6372.5758.1371.5273.3772.1672.7273.3372.7670.9872.3574.9374.0371.8173.3172.160.02-0.020.0270.3673.8870.9873.37NLinearTCN0.020.00.010.010.010.010.00.010.00.00.020.020.020.020.030.030.040.010.1972.16BiTCN
1892024-10-3171.1873.4473.670.2772.5472.9572.8258.1372.9273.3472.4674.6772.5972.5272.7573.4974.9273.8572.3573.4672.810.01-0.020.0271.074.5472.3573.85TiDEMLPMultivariate0.00.010.00.00.00.00.00.00.010.010.00.010.010.010.010.030.030.030.272.82PatchTST
1902024-11-0173.5472.8774.2771.7473.173.6272.8758.1373.4673.3873.0375.5374.4472.5772.9473.7874.9373.8473.6174.4773.10.0-0.020.0271.2874.8471.7474.47iTransformerDeepNPTS0.00.010.00.00.00.010.00.010.010.020.020.020.00.00.010.020.020.030.273.1TSMixer
1912024-11-0474.2274.5274.5571.7473.1472.7772.758.1373.6673.5173.1875.7774.5273.6773.473.6774.9674.0973.2875.2875.080.03-0.020.0273.2176.8773.2875.77TiDEDilatedRNN0.020.020.020.030.030.030.030.020.020.010.010.00.010.020.010.040.00.010.2374.96StemGNN
1922024-11-0575.5574.9976.7672.8274.374.4774.3958.1375.5274.3874.1577.9274.8176.075.2375.5775.0474.8574.4374.6175.530.01-0.020.0273.6577.3374.1576.76BiTCNLSTM0.00.010.00.020.020.010.020.010.00.020.010.010.010.020.010.040.010.030.2375.52GRU
1932024-11-0676.1377.0177.1173.7874.9675.0976.258.1375.9174.7975.0478.576.5475.4676.0774.575.1676.375.3975.7874.92-0.01-0.020.0273.0576.773.7876.54iTransformerMLP0.020.010.010.00.020.00.00.010.010.030.020.010.030.00.020.020.00.050.2274.96TSMixer
1942024-11-0775.975.7676.4173.9774.7173.4975.5658.1375.3674.9274.6877.7976.3773.8774.2974.5375.2476.6874.674.4475.630.01-0.020.0273.7577.4373.8776.68DLinearMLPMultivariate0.020.010.00.010.00.030.010.020.010.010.010.020.00.010.010.020.010.030.2375.56PatchTST
1952024-11-0875.2576.777.2274.6875.0875.7375.458.1376.175.3375.1978.5376.9775.7675.0773.7575.3277.5875.4874.9273.87-0.02-0.020.0272.0375.6373.7575.48TFTTiDE0.020.020.030.020.020.030.020.030.00.050.040.010.040.020.050.010.020.060.2173.75TFT
1962024-11-1174.3573.3275.1974.8474.6973.7473.2958.1374.4574.8773.9476.8474.3673.6974.274.2275.3676.1274.4774.2271.83-0.03-0.030.0270.0373.5473.2973.32PatchTSTInformer0.030.040.040.040.020.030.030.030.030.050.040.030.020.040.060.040.050.070.1973.29PatchTST
1972024-11-1273.2872.5672.9572.8972.7871.7672.5158.1372.5973.9772.2674.2174.0672.8272.0572.7975.3574.572.7573.6271.890.0-0.030.0270.0973.671.7672.95TSMixerxLSTM0.00.010.010.010.010.00.010.010.010.010.030.020.010.030.040.010.050.030.1971.76TSMixerx
1982024-11-1373.5273.0473.0972.8872.6170.6772.0858.7173.0673.8472.2574.6273.9772.7672.3873.7375.2574.672.1173.5672.280.01-0.030.0270.4774.070.6773.97TSMixerxMLP0.00.00.010.00.00.020.00.010.020.010.020.020.010.020.030.010.040.030.1972.25BiTCN
1992024-11-1474.2771.9473.0373.1572.5671.5374.2457.4872.9674.1272.074.7474.5372.171.0774.3375.9575.1671.8774.0572.560.0-0.030.0270.7474.2971.0774.24NLinearPatchTST0.020.010.010.00.020.010.010.010.020.010.030.020.010.020.040.010.050.030.2172.56TSMixer
2002024-11-1574.0971.9573.2372.9972.7471.2574.2960.0473.0673.9571.8274.9174.6273.071.9474.6475.5774.2971.7574.2171.04-0.02-0.030.0269.2672.7371.2571.95TSMixerxInformer0.010.010.030.020.050.00.010.030.050.030.050.040.010.040.050.030.060.050.1571.25TSMixerx
2012024-11-1871.6971.9773.2473.372.7471.2972.4358.0873.3973.9271.6874.871.7572.7773.5874.8175.5873.3271.7975.2273.30.03-0.030.0271.4675.0471.6874.81BiTCNTFT0.00.020.00.010.010.030.020.010.020.00.020.030.020.010.00.00.030.020.2173.3iTransformer
2022024-11-1972.1474.5274.7574.2173.0975.3773.7160.0173.7973.8173.2175.2672.4973.1273.7774.1975.1772.9873.3972.673.2175.26BiTCNDilatedRNN
2032024-11-2073.0674.674.7774.3573.3475.7874.2660.5974.0874.073.3775.5772.1972.9874.274.9275.0673.3473.873.273.3775.57BiTCNDilatedRNN
2042024-11-2173.5374.5674.6674.6973.7575.5375.4259.3573.9674.0273.775.6873.0373.7775.275.3675.8174.1174.572.8673.775.68BiTCNDilatedRNN
2052024-11-2274.374.5974.8474.4973.8776.175.4161.9474.0773.8473.9975.8573.6174.1274.6575.6375.4174.6274.9273.2573.9975.85BiTCNDilatedRNN
2062024-11-2574.7674.3674.8274.8873.6175.9575.6159.9674.373.9373.8175.7673.6874.5573.0375.7775.4175.1374.1572.7273.8175.76BiTCNDilatedRNN