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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
2mo ago
BenzeneConcentration (test)
CNN
RMSE
0.3994
16
3mo ago
BridgeDegradation (test)
GATSM
RMSE
0.0326
16
3mo ago
WindTurbinePower (test)
CNN
RMSE
23.41
16
3mo ago
HouseholdPowerC1 (test)
CNN
RMSE
142.4
15
3mo ago
Higher topology H2 gap (current chronological split)
Lightweight/Ridge
RMSE
0.0344
12
28d ago
IMS bearing 2 (current chronological split)
Lightweight/Ridge
RMSE
0.5083
6
28d ago
IMS bearing 1
PatchTST
RMSE
0.0246
6
28d ago
S&P/FRED return shape (current chronological split)
PatchTST
RMSE
0.0486
6
28d ago
CO2 monthly (current chronological split)
Lightweight/Ridge
RMSE
0.635
6
28d ago
Cyclic topology H1 loop (current chronological split)
PatchTST
RMSE
0.0957
6
28d ago
Dysts
CALIPER
MSE
0.432
6
2mo ago
Automobile
Incremental
MSE
1.866
6
2mo ago
TEP
CALIPER
MSE
1.76
6
2mo ago
MoCap
CALIPER
MSE
7.106
6
2mo ago
Optiver – Trading at the Close
Qwen2.5-7B
MAE
0.0229
5
1mo ago
us_change
Attention Lasso
Mean Relative Improvement (%)
17
4
3mo ago
us_change 0.9 fraction (train)
Attention Lasso
Relative Improvement
54.2
4
3mo ago
us_change 0.8 fraction (train)
Attention Lasso
Relative Improvement (%)
32.8
4
3mo ago
us_change 0.7 fraction (train)
Attention Lasso
Relative Improvement
11.4
4
3mo ago
us_change 0.6 fraction (train)
Random Forest
Relative Improvement over Baseline
0.485
4
3mo ago
us_change (0.5 train fraction)
Random Forest
Relative Improvement (%)
64.4
4
3mo ago
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