Operator Learning on Barrier Hamiltonian 0.1% noise 100 i.i.d. samples (test)
0.1596Average Relative ErrorLinear
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| LinearProperties=unitary-aware estimator, Queries=actively selected2025.05 | 0.1596 | 0.0016 | |
| UNOTraining samples=i.i.d., Epochs=20, Optimizer=Adam2025.05 | 2.79 | 0.7088 | |
| FNOTraining samples=i.i.d., Epochs=20, Optimizer=Adam2025.05 | 5.146 | 1.897 | |
| DeepONetTraining samples=i.i.d., Epochs=20, Optimizer=Adam2025.05 | 17.33 | 6.926 |