Time Series Prediction on 7-dataset aggregate suite (chronological)
47Improved CountTimeSeriesTransformerForPrediction
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| TimeSeriesTransformerForPredictionArchitecture=TimeSeriesTransformerForPrediction, Units=63, topology-aware guarded=true2026.05 | 47 | 6 | 10 | 47.8 | 38.4 | 0.47 | 10 | |
| Lightweight attention/RidgeArchitecture=Lightweight attention/Ridge, Units=63, topology-aware guarded=true2026.05 | 46 | 17 | 0 | 12.5 | -5.3 | 0.44 | 7.2 | |
| PatchTSTForRegressionArchitecture=PatchTSTForRegression, Units=63, topology-aware guarded=true2026.05 | 33 | 10 | 20 | 23.5 | 14.1 | 0.55 | 3.5 |