VAR

Benchmarks

Task Name	Dataset Name	SOTA Result
Provenance Tracing	VAR	TPR@1%FPR100	35
Image Attribution Detection	VAR Generated	AUC100	20
Causal Discovery	VAR	AUROC100	18
Granger Causal Discovery	VAR (20,500,20)	AUROC0.976	16
Visual Abductive Reasoning	VAR (test)	BLEU@411.35	14
Dataset usage estimation	VAR-30	MAE0.036	12
Dataset usage estimation	VAR 24	MAE0.08	12
Vehicle Attribute Recognition	VAR dataset	mA93.19	10
Class-conditional Editing	VAR-d30	CLIP Score24.8	9
Image Outpainting	VAR-d30	LPIPS0.2119	9
Image Inpainting	VAR-d30	LPIPS0.2827	9
Causal Pruning	VAR T=1000	PR Score71.5	9
Causal Pruning	VAR T=500	PR Score72.2	9
Image Attribution	VAR	ImageNet Fidelity100	8
Image Attribution	VAR	NM/GM100	8
Granger Causal Discovery	VAR (40,1000,20)	AUROC95.3	8
Granger Causal Discovery	VAR(20,1000,5)	AUROC98.9	8
Membership Inference Attack	VAR-d30	TPR@1%FPR9	4
Attribution	VAR	Model Pre-training Time (hours)20,000	4
Model Generation Identification	VAR	TPR@5%FPR (NM vs G)99.4	4
Sample Attribution	VAR model derivative setting	NM/GM99.8	4
Member vs Generated Inference	VAR	TPR@1%FPR (NM vs G)99.3	4

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