Operator Learning on Differentiation operator A1(u) = u' (test)
0.0421Test MSEgraph
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| graphLoss=soft graph loss2026.05 | 0.0421 | 3.368 | 0.0116 | 0.279 | 1.8287 | 33.9634 | 52.84 | |
| graph + structureLoss=soft graph loss, Constraint=Monotonicity structural preservation2026.05 | 0.1784 | 7.934 | 0.017 | 0.8975 | 0.2506 | 36.7055 | 1.11 | |
| l2Loss=l22026.05 | 1.123 | 0.0159 | 0.0389 | 7.7351 | 20.5333 | 246.1772 | 63.75 | |
| linfLoss=l-infinity2026.05 | 2.312 | 0.0263 | 0.0956 | 14.4008 | 43.523 | 493.7024 | 77.3 |