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SOTA Time Series Regression benchmarks and papers with code | Wizwand
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Time Series Regression
Benchmarks
Dataset Name
SOTA Method
Dataset Name
SOTA Method
Metric
Trend
Results
Last Updated
Finance dataset (test)
TimeXL
RMSE
4.161
19
4mo ago
BenzeneConcentration (test)
CNN
RMSE
0.3994
16
5mo ago
BridgeDegradation (test)
GATSM
RMSE
0.0326
16
5mo ago
WindTurbinePower (test)
CNN
RMSE
23.41
16
5mo ago
HouseholdPowerC1 (test)
CNN
RMSE
142.4
15
5mo ago
HouseholdPowerConsumption 2
CNN
RMSE
50.086
14
1mo ago
HouseholdPowerConsumption 1
Random Search
RMSE
148.238
14
1mo ago
LiveFuelMoistureContent (test)
MONAQ
RMSE
39.369
14
1mo ago
FloodModeling (test)
Grid Search
RMSE
0.007
14
1mo ago
BIDMC32SpO2 (test)
MONAQ
RMSE
4.67
14
1mo ago
AppliancesEnergy (test)
GPT-4o-mini
RMSE
3.537
14
1mo ago
Higher topology H2 gap (current chronological split)
Lightweight/Ridge
RMSE
0.0344
12
2mo ago
IMS bearing 2 (current chronological split)
Lightweight/Ridge
RMSE
0.5083
6
2mo ago
IMS bearing 1
PatchTST
RMSE
0.0246
6
2mo ago
S&P/FRED return shape (current chronological split)
PatchTST
RMSE
0.0486
6
2mo ago
CO2 monthly (current chronological split)
Lightweight/Ridge
RMSE
0.635
6
2mo ago
Cyclic topology H1 loop (current chronological split)
PatchTST
RMSE
0.0957
6
2mo ago
Dysts
CALIPER
MSE
0.432
6
4mo ago
Automobile
Incremental
MSE
1.866
6
4mo ago
TEP
CALIPER
MSE
1.76
6
4mo ago
MoCap
CALIPER
MSE
7.106
6
4mo ago
Optiver – Trading at the Close
Qwen2.5-7B
MAE
0.0229
5
2mo ago
us_change
Attention Lasso
Mean Relative Improvement (%)
17
4
5mo ago
us_change 0.9 fraction (train)
Attention Lasso
Relative Improvement
54.2
4
5mo ago
us_change 0.8 fraction (train)
Attention Lasso
Relative Improvement (%)
32.8
4
5mo ago
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