Ionic Transport Prediction on Dataset 1 Trajectory-Based (test)
0.344MAE (600K)model-level auxiliary modality learning
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| model-level auxiliary modality learningType=NON-AUTOREGRESSIVE, Inference Time (s)=142026.05 | 0.344 | 0.367 | 0.402 | 0.39 | |
| LiFlowType=AUTOREGRESSIVE, Inference Time (s)=29102026.05 | 0.378 | 0.392 | 0.457 | 0.407 | |
| DenseGNNType=NON-AUTOREGRESSIVE, Inference Time (s)=292026.05 | 0.412 | 0.472 | 0.531 | 0.523 | |
| ComformerType=NON-AUTOREGRESSIVE, Inference Time (s)=142026.05 | 0.451 | 0.531 | 0.642 | 0.76 | |
| MatformerType=NON-AUTOREGRESSIVE, Inference Time (s)=222026.05 | 0.604 | 0.685 | 0.894 | 1.207 |