Inverse Problem Completion on Inverse Problem Completer (test)
0.6Relative MAE (20%)LNO
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| LNOLayers=4, Dim=96, Size=256, Heads=8, Batch=4, Epoch=500, Loss=MSE, Optimizer=AdamW, Scheduler=StepLR, independent trials=32024.06 | 0.6 | 0.73 | 0.78 | 1.26 | 1.97 | |
| GNOTTransformer blocks=4, token dimension=96, number of experts=1, independent trials=32024.06 | 1.23 | 1.33 | 1.63 | 1.75 | 2.53 | |
| DeepONetTransformer blocks=4, branch net dim=128, trunk net layers=3, independent trials=32024.06 | 2.37 | 2.52 | 2.77 | 3.18 | 4.7 |