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Time Series Prediction on 7-dataset aggregate suite (chronological)
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47
Improved Count
TimeSeriesTransformerForPrediction
32.44
36.22
40
43.78
May 4, 2026
Improved Count
Worsened Count
Tied Count
Mean Relative RMSE Reduction
95% CI (Lower Bound)
Paired Effect Size (dz)
Randomization p-value
Updated 28d ago
Evaluation Results
Method
Method
Links
Improved Count
Worsened Count
Tied Count
Mean Relative RMSE Reduction
95% CI (Lower Bound)
Paired Effect Size (dz)
Randomization p-value
TimeSeriesTransformerForPrediction
Architecture=TimeSerie...
2026.05
47
6
10
47.8
38.4
0.47
10
Lightweight attention/Ridge
Architecture=Lightweig...
2026.05
46
17
0
12.5
-5.3
0.44
7.2
PatchTSTForRegression
Architecture=PatchTSTF...
2026.05
33
10
20
23.5
14.1
0.55
3.5
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