Active Learning Regression on PartMC target χa (test)
0.7621R^2CAAL
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| CAALAL rounds=262026.02 | 0.7621 | 9.4 | 0.0642 | -11.83 | 54.4 | 45.6 | |
| CAALBackbone=FT-Transformer2026.02 | 0.7621 | 9.4 | 0.0642 | -11.83 | 54.4 | 45.6 | |
| CoresetAL rounds=262026.02 | 0.758 | 8.82 | 0.0646 | -11.25 | 51.1 | 48.9 | |
| LCMDAL rounds=262026.02 | 0.7534 | 8.16 | 0.0653 | -10.24 | 87.8 | 22.2 | |
| ALM (Entropy)AL rounds=262026.02 | 0.7468 | 7.21 | 0.0662 | -9.05 | 71.1 | 28.9 | |
| BALDAL rounds=262026.02 | 0.745 | 6.94 | 0.0665 | -8.71 | 57.8 | 42.2 | |
| BALDBackbone=FT-Transformer, AL Strategy=Uncertainty-based2026.02 | 0.7406 | 6.31 | 0.067 | -7.93 | 57.8 | 42.2 | |
| QBC (Epi)AL rounds=262026.02 | 0.7365 | 5.73 | 0.0676 | -7.21 | 61.1 | 38.9 | |
| QBCBackbone=FT-Transformer, Variant=Epi, AL Strategy=Uncertainty-based2026.02 | 0.7365 | 5.73 | 0.0676 | -7.22 | 61.1 | 38.9 | |
| RandomAL rounds=262026.02 | 0.7363 | 5.7 | 0.0676 | -7.18 | 67.8 | 32.2 | |
| BADGEAL rounds=262026.02 | 0.7354 | 5.56 | 0.0677 | -7.01 | 57.8 | 42.2 | |
| RandomBackbone=FT-Transformer2026.02 | 0.7313 | 4.98 | 0.0682 | -6.3 | 67.8 | 32.2 | |
| AleAL rounds=262026.02 | 0.7271 | 4.38 | 0.0687 | -5.57 | 61.1 | 38.9 | |
| ALMBackbone=FT-Transformer, Variant=Entropy, AL Strategy=Uncertainty-based2026.02 | 0.7248 | 4.05 | 0.069 | -5.18 | 71.1 | 28.9 | |
| ConfidenceAL rounds=262026.02 | 0.7199 | 3.34 | 0.0697 | -4.33 | 97.8 | 2.2 | |
| BADGEBackbone=FT-Transformer, AL Strategy=Geometry/Representation-based2026.02 | 0.7168 | 2.9 | 0.07 | -3.81 | 57.8 | 42.2 | |
| CoresetBackbone=FT-Transformer, AL Strategy=Geometry/Representation-based2026.02 | 0.7108 | 4.67 | 0.0685 | -5.93 | 51.1 | 48.9 | |
| AleBackbone=FT-Transformer, AL Strategy=Uncertainty-based (Aleatoric)2026.02 | 0.7041 | 1.08 | 0.0716 | -1.68 | 61.1 | 38.9 | |
| Full Data (χa)AL rounds=N/A2026.02 | 0.6966 | — | 0.0728 | — | 100 | 0 | |
| Full Data (Ref.)Backbone=FT-Transformer2026.02 | 0.6966 | — | 0.0728 | — | 100 | 0 | |
| LCMDBackbone=FT-Transformer, AL Strategy=Geometry/Representation-based2026.02 | 0.6817 | -2.14 | 0.0743 | 1.98 | — | — | |
| ConfidenceBackbone=FT-Transformer, AL Strategy=Uncertainty-based2026.02 | 0.618 | -11.28 | 0.0813 | 11.73 | — | — |