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Short-term forecasting on M4 Monthly

12.025SMAPE

N-BEATS+TopAttn

11.5678414.6536717.739520.82533Jul 19, 2021Apr 23, 2022Jan 26, 2023Nov 1, 2023Aug 5, 2024May 10, 2025Feb 13, 2026
Updated 4d ago

Evaluation Results

MethodLinks
2021.07
12.025-0.828
2021.07
12.054-0.829
2021.07
12.126-0.836
2025.12
12.5141.1450.952
2025.12
12.6080.9320.875
2024.05
12.650.9150.866
2024.05
12.670.9330.933
2024.11
12.670.9330.878
2025.12
12.670.9330.878
2024.11
12.6770.9370.88
2025.12
12.6770.9370.88
2025.12
12.6771.0310.88
2025.12
12.6790.9330.878
2024.11
12.7170.9330.879
2025.12
12.7170.9330.879
2024.11
12.7910.9690.899
2025.12
12.7910.9690.899
2025.12
12.7911.1310.899
2024.05
12.8940.9560.897
2024.11
12.8940.9560.897
2025.12
12.8940.9560.897
2024.11
12.9590.970.905
2025.12
12.9590.970.905
2024.11
12.980.9630.903
2025.12
12.980.9630.903
2024.05
12.9950.970.91
2025.12
13.2690.7090.603
2024.05
13.3991.0310.949
2025.12
13.3991.2560.949
2024.05
13.4280.9970.948
2021.07
13.434-0.92
2024.05
13.5141.0370.956
2024.11
13.5141.0370.956
2025.12
13.5141.0370.956
2024.11
13.9171.0970.998
2024.11
13.9581.1031.002
2025.12
13.9581.1031.002
2024.11
14.0141.0530.981
2024.11
14.0621.1411.024
2024.11
14.261.1021.012
2025.12
14.261.1021.012
2025.12
14.261.3971.019
2021.07
14.427-1
2026.02
14.535--
2026.02
14.558--
2024.11
14.5881.3681.149
2025.12
14.5881.3681.149
2026.02
14.63--
2026.02
14.664--
2026.02
14.765--
2025.12
14.9251.4451.027
2025.12
15.4071.3031.144
2026.02
15.604--
2025.12
15.6261.2741.141
2026.02
16.098--
2026.02
16.165--
2025.12
16.9431.9441.265
2024.11
17.6421.9131.511
2026.02
18.154--
2024.11
20.1282.6141.927
2026.02
23.454--
2021.07
-0.8840.836
2021.07
-0.9660.92
2021.07
-1.0631
2021.07
-0.8750.829
2021.07
-0.8740.828