Neuron Labeling Faithfulness on Evaluated Neurons ResNet50 and SAE-TopK
90AUCCSP
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CSPAugmentation Strategy=Contrastive Aug2026.04 | 90 | 25.7 | |
| CSPAugmentation Strategy=Positive Aug2026.04 | 89 | 25.3 | |
| CSP (γ = 0.5)Augmentation Strategy=Contrastive Aug2026.04 | 89 | 25.8 | |
| CSP (γ = 0.5)Augmentation Strategy=Positive Aug2026.04 | 88 | 25.4 | |
| LEAugmentation Strategy=Positive Aug2026.04 | 88 | 28.4 | |
| CLIP-DissectAugmentation Strategy=Contrastive Aug2026.04 | 88 | 25.1 | |
| LEAugmentation Strategy=Contrastive Aug2026.04 | 88 | 28.3 | |
| CSPAugmentation Strategy=No Aug2026.04 | 87 | 24.2 | |
| LEAugmentation Strategy=No Aug2026.04 | 87 | 27.6 | |
| CLIP-DissectAugmentation Strategy=Positive Aug2026.04 | 86 | 24.8 | |
| CSP (γ = 0.5)Augmentation Strategy=No Aug2026.04 | 85 | 24.4 | |
| SemanticLensAugmentation Strategy=Positive Aug2026.04 | 85 | 24.7 | |
| SemanticLensAugmentation Strategy=Contrastive Aug2026.04 | 85 | 24.8 | |
| CLIP-DissectAugmentation Strategy=No Aug2026.04 | 84 | 23.7 | |
| SemanticLensAugmentation Strategy=No Aug2026.04 | 81 | 23.3 |