| WikiMIA 32 tokens 1.0 | AttenMIA (Transitional) | ROC AUC99.7 | | 66 | 1mo ago |
| CLIP image-text (train) | UMID | Precision91.68 | | 36 | 1mo ago |
| GitHub Pythia (train) | AttenMIA (Perturbed) | TPR@1%FPR95.6 | | 36 | 1mo ago |
| Wikipedia Pythia (train) | AttenMIA (Perturbed) | TPR@1%FPR22.7 | | 36 | 1mo ago |
| Pile CC Pythia (train) | AttenMIA (Perturbed) | TPR@1%FPR7.4 | | 24 | 1mo ago |
| TinyImageNet | CoFedMID | Loss0.51 | | 23 | 1mo ago |
| Real Authors (test) | G-Drift | AUC99.5 | | 21 | 16d ago |
| World Facts (test) | G-Drift | AUC99.83 | | 21 | 16d ago |
| WikiMIA (test) | G-Drift | AUC0.9998 | | 21 | 16d ago |
| CIFAR-10 | LeakBoost | AUC0.885 | | 20 | 1mo ago |
| Video modality | FiMMIA | AUC-ROC100 | | 16 | 1mo ago |
| DM Math Pythia (train) | AttenMIA (Perturbed) | TPR@1%FPR99.3 | | 15 | 1mo ago |
| Pokemon | CLiDth | ASR97.96 | | 15 | 1mo ago |
| Flickr | CLiDvec | ASR91.78 | | 15 | 1mo ago |
| MS-COCO | CLiDvec | ASR99.74 | | 15 | 1mo ago |
| 12 datasets mean over 32 replicates | BaVarIA-n | Offline AUC0.786 | | 12 | 1mo ago |
| arXiv Pythia (train) | AttenMIA (Perturbed) | TPR@1%FPR55.4 | | 12 | 1mo ago |
| PubMed Pythia (train) | AttenMIA (Perturbed) | TPR@1%FPR67.3 | | 12 | 1mo ago |
| MIA-Bench 5% Forget Set | | Average Performance69.6 | | 12 | 1mo ago |
| WikiMIA 128 tokens 1.0 | AttenMIA (Transitional) | ROC AUC94.8 | | 11 | 1mo ago |
| WikiMIA 64 tokens 1.0 | AttenMIA (Transitional) | ROC AUC97.9 | | 11 | 1mo ago |
| Average Pythia (train) | AttenMIA (Perturbed) | TPR@1%FPR51.4 | | 9 | 1mo ago |
| HackerNews Pythia (train) | AttenMIA (Perturbed) | TPR@1%FPR18.9 | | 9 | 1mo ago |
| CINIC-10 | RMIA | Delta AUC0.081 | | 8 | 1mo ago |
| CIFAR-100 | BaVarIA-n | Delta AUC0 | | 8 | 1mo ago |