Time Series Forecasting on Aggregate of 14 Datasets (test)
168,993MSE (H=96)RG-EWC
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| RG-EWCSequence length L=96, Batch size (streaming)=750, λ=400.0, Checkpoint loading threshold=sim ≥ 0.752026.03 | 168,993 | 184,932 | 192,007 | 227,024 | |
| RG-TTASequence length L=96, Batch size (streaming)=750, αbase=3 × 10−4, Kmax=25, Checkpoint loading threshold=sim ≥ 0.752026.03 | 170,795 | 184,887 | 191,360 | 223,676 | |
| TTASequence length L=96, Batch size (streaming)=750, TTA: steps / LR=20 / 3 × 10−42026.03 | 176,830 | 187,295 | 193,082 | 214,479 | |
| EWCSequence length L=96, Batch size (streaming)=750, EWC: steps / LR / λ=15 / 3 × 10−4 / 4002026.03 | 203,296 | 211,448 | 218,073 | 239,690 | |
| RG-DynaTTASequence length L=96, Batch size (streaming)=750, αmin/αmax=10−4 / 10−3, Checkpoint loading threshold=sim ≥ 0.752026.03 | 212,964 | 224,449 | 234,977 | 252,499 | |
| DynaTTASequence length L=96, Batch size (streaming)=750, DynaTTA: steps=202026.03 | 216,969 | 227,041 | 232,179 | 252,137 |