Training Data Exposure Detection on ROCO train vs Non-training
81AUCGradAudit
Evaluation results
| Method | Links | ||
|---|---|---|---|
| GradAuditModel=PubmedCLIP, Architecture=Contrastive, Params=151M, Training Stage=Pretrain2026.06 | 81 | 26.3 | |
| ZlibModel=PubmedCLIP, Architecture=Contrastive, Params=151M, Training Stage=Pretrain2026.06 | 61.6 | 8.8 | |
| DC-PDDModel=PubmedCLIP, Architecture=Contrastive, Params=151M, Training Stage=Pretrain2026.06 | 61.6 | 8.5 | |
| Min-K++Model=PubmedCLIP, Architecture=Contrastive, Params=151M, Training Stage=Pretrain2026.06 | 60.7 | 10.9 | |
| LossModel=PubmedCLIP, Architecture=Contrastive, Params=151M, Training Stage=Pretrain2026.06 | 59.5 | 8.8 | |
| Min-KModel=PubmedCLIP, Architecture=Contrastive, Params=151M, Training Stage=Pretrain2026.06 | 59.2 | 6.7 | |
| EntropyModel=PubmedCLIP, Architecture=Contrastive, Params=151M, Training Stage=Pretrain2026.06 | 58.3 | 6.6 | |
| GradNormModel=PubmedCLIP, Architecture=Contrastive, Params=151M, Training Stage=Pretrain2026.06 | 52.7 | 5.75 | |
| ModRenyiModel=PubmedCLIP, Architecture=Contrastive, Params=151M, Training Stage=Pretrain2026.06 | 52.2 | 4.58 | |
| SimilarityModel=PubmedCLIP, Architecture=Contrastive, Params=151M, Training Stage=Pretrain2026.06 | 50.6 | 4.9 | |
| M4IModel=PubmedCLIP, Architecture=Contrastive, Params=151M, Training Stage=Pretrain2026.06 | 50.5 | 6.75 |