Context-window selection for PDE forecasting on RDB PDEBench (test)
5LselOracle knee
Evaluation Results
| Method | Links | |
|---|---|---|
| Oracle kneeBackbone=ConvLSTM, Protocol=Three-seed protocol2026.03 | 5 | |
| Oracle bestBackbone=ConvLSTM, Protocol=Three-seed protocol2026.03 | 5 | |
| D3-ShortlistBackbone=Transformer, Protocol=Three-seed protocol2026.03 | 5 | |
| D4-ShortlistBackbone=Transformer, Protocol=Three-seed protocol2026.03 | 5 | |
| SAKEBackbone=Transformer, Protocol=Three-seed protocol2026.03 | 5 | |
| Oracle kneeBackbone=Transformer, Protocol=Three-seed protocol2026.03 | 5 | |
| Oracle bestBackbone=Transformer, Protocol=Three-seed protocol2026.03 | 5 | |
| D3-ShortlistBackbone=ConvLSTM, Protocol=Three-seed protocol2026.03 | 4 | |
| D4-ShortlistBackbone=ConvLSTM, Protocol=Three-seed protocol2026.03 | 4 | |
| SAKEBackbone=ConvLSTM, Protocol=Three-seed protocol2026.03 | 4 | |
| D3-ShortlistBackbone=FNO, Protocol=Three-seed protocol2026.03 | 4 | |
| D4-ShortlistBackbone=FNO, Protocol=Three-seed protocol2026.03 | 4 | |
| SAKEBackbone=FNO, Protocol=Three-seed protocol2026.03 | 4 | |
| Oracle kneeBackbone=FNO, Protocol=Three-seed protocol2026.03 | 4 | |
| Oracle bestBackbone=FNO, Protocol=Three-seed protocol2026.03 | 4 | |
| D4-ShortlistBackbone=U-Net, Protocol=Three-seed protocol2026.03 | 3 | |
| System-coreBackbone=ConvLSTM, Protocol=Three-seed protocol2026.03 | 2 | |
| System-coreBackbone=FNO, Protocol=Three-seed protocol2026.03 | 2 | |
| System-coreBackbone=Transformer, Protocol=Three-seed protocol2026.03 | 2 | |
| System-coreBackbone=U-Net, Protocol=Three-seed protocol2026.03 | 2 | |
| D3-ShortlistBackbone=U-Net, Protocol=Three-seed protocol2026.03 | 2 | |
| Oracle bestBackbone=U-Net, Protocol=Three-seed protocol2026.03 | 2 | |
| SAKEBackbone=U-Net, Protocol=Three-seed protocol2026.03 | 1 | |
| Oracle kneeBackbone=U-Net, Protocol=Three-seed protocol2026.03 | 1 |