Context window selection on DiffReact PDEBench (full-oracle case-level)
5LselDirect-3-Shortlist
Evaluation results
| Method | Links | |
|---|---|---|
| Direct-3-ShortlistBackbone=U-Net2026.03 | 5 | |
| Direct-4-ShortlistBackbone=U-Net2026.03 | 5 | |
| Oracle kneeBackbone=U-Net2026.03 | 5 | |
| Oracle bestBackbone=U-Net2026.03 | 5 | |
| SAKEBackbone=U-Net2026.03 | 4 | |
| System-coreBackbone=ConvLSTM2026.03 | 3 | |
| Direct-3-ShortlistBackbone=ConvLSTM2026.03 | 3 | |
| System-coreBackbone=FNO2026.03 | 3 | |
| System-coreBackbone=Transformer2026.03 | 3 | |
| Oracle bestBackbone=Transformer2026.03 | 3 | |
| System-coreBackbone=U-Net2026.03 | 3 | |
| Direct-4-ShortlistBackbone=ConvLSTM2026.03 | 2 | |
| SAKEBackbone=ConvLSTM2026.03 | 2 | |
| Oracle kneeBackbone=ConvLSTM2026.03 | 2 | |
| Oracle bestBackbone=ConvLSTM2026.03 | 2 | |
| Direct-3-ShortlistBackbone=FNO2026.03 | 2 | |
| Direct-4-ShortlistBackbone=FNO2026.03 | 2 | |
| SAKEBackbone=FNO2026.03 | 2 | |
| Oracle kneeBackbone=FNO2026.03 | 2 | |
| Oracle bestBackbone=FNO2026.03 | 2 | |
| Direct-4-ShortlistBackbone=Transformer2026.03 | 2 | |
| Direct-3-ShortlistBackbone=Transformer2026.03 | 1 | |
| SAKEBackbone=Transformer2026.03 | 1 | |
| Oracle kneeBackbone=Transformer2026.03 | 1 |