Atomistic Potential Prediction on MPtrj
9MAE Energy (meV/atom)L Pruning
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| L PruningBase Model=Layer5 L3 C128, Pruned Model=Layer5 L2 C128, Params=842,440, Data %=1002026.05 | 9 | 35 | 1.7 | |
| From ScratchBase Model=Layer5 L2 C128, Pruned Model=/, Params=842,440, Data %=1002026.05 | 11 | 40 | 1.7 | |
| L PruningBase Model=Layer5 L3 C128, Pruned Model=Layer5 L2 C128, Params=842,440, Data %=252026.05 | 11 | 39 | 2.1 | |
| Channel PruningBase Model=Layer2 L1 C256, Pruned Model=Layer2 L1 C128, Params=4,688,656, Data %=402026.05 | 16.4 | 45.8 | 1.8 | |
| L & Channel PruningBase Model=Layer2 L1 C256, Pruned Model=Layer2 L0 C128, Params=3,847,696, Data %=402026.05 | 18.9 | 51.7 | 1.9 | |
| From ScratchBase Model=Layer2 L2 C128, Pruned Model=/, Params=5,725,072, Data %=1002026.05 | 22.6 | 42.2 | 1.6 | |
| L PruningBase Model=Layer2 L2 C128, Pruned Model=Layer2 L0 C128, Params=3,847,696, Data %=1002026.05 | 25.5 | 47.3 | 1.7 | |
| From ScratchBase Model=Layer2 L1 C128, Pruned Model=/, Params=4,688,656, Data %=1002026.05 | 25.8 | 46.7 | 1.7 | |
| From ScratchBase Model=Layer2 L0 C128, Pruned Model=/, Params=3,847,696, Data %=1002026.05 | 29.6 | 52.3 | 1.8 | |
| L PruningBase Model=Layer2 L2 C128, Pruned Model=Layer2 L0 C128, Params=3,847,696, Data %=252026.05 | 30.9 | 50.8 | 1.9 |