| VL-MIA DALL·E | DistractMIA | AUROC89.1 | | 120 | 2mo ago |
| WikiMIA 32 tokens 1.0 | AttenMIA (Transitional) | ROC AUC99.7 | | 66 | 4mo ago |
| CLIP image-text (train) | UMID | Precision91.68 | | 36 | 4mo ago |
| GitHub Pythia (train) | AttenMIA (Perturbed) | TPR@1%FPR95.6 | | 36 | 4mo ago |
| Wikipedia Pythia (train) | AttenMIA (Perturbed) | TPR@1%FPR22.7 | | 36 | 4mo ago |
| Enron (canary-audit) | LLM | Mu2.519 | | 32 | 1mo ago |
| MS-COCO | CLiDvec | ASR99.74 | | 27 | 18d ago |
| LIMR | SLaRA | AUC0.81 | | 24 | 1mo ago |
| Eurus | SC + SLaRA | AUC0.79 | | 24 | 1mo ago |
| Pile CC Pythia (train) | AttenMIA (Perturbed) | TPR@1%FPR7.4 | | 24 | 4mo ago |
| ORG entity category OpenLLaMA-7B (test) | multirole interrogation | Balanced Accuracy83.8 | | 23 | 1mo ago |
| PERSON entity category OpenLLaMA-7B (test) | repeated interrogation | Balanced Accuracy93 | | 23 | 1mo ago |
| TinyImageNet | CoFedMID | Loss0.51 | | 23 | 4mo ago |
| Real Authors (test) | G-Drift | AUC99.5 | | 21 | 3mo ago |
| World Facts (test) | G-Drift | AUC99.83 | | 21 | 3mo ago |
| WikiMIA (test) | G-Drift | AUC0.9998 | | 21 | 3mo ago |
| Pokemon | CLiDth | ASR97.96 | | 21 | 1mo ago |
| CIFAR-10 | LeakBoost | AUC0.885 | | 20 | 4mo ago |
| Video modality | FiMMIA | AUC-ROC100 | | 16 | 4mo ago |
| PMC | DistractMIA | AUC99.9 | | 15 | 2mo ago |
| DM Math Pythia (train) | AttenMIA (Perturbed) | TPR@1%FPR99.3 | | 15 | 4mo ago |
| Flickr | CLiDvec | ASR91.78 | | 15 | 4mo ago |
| 12 datasets mean over 32 replicates | BaVarIA-n | Offline AUC0.786 | | 12 | 4mo ago |
| arXiv Pythia (train) | AttenMIA (Perturbed) | TPR@1%FPR55.4 | | 12 | 4mo ago |
| PubMed Pythia (train) | AttenMIA (Perturbed) | TPR@1%FPR67.3 | | 12 | 4mo ago |