Data Attribution

Benchmarks

Dataset Name	SOTA Method	Metric
Brain Rot Study Evaluation Suite	RapidIn	Brain Rot87.3	28	1mo ago
FashionMNIST	Latent Optimization	Data Attribution Value0.1072	15	16d ago
SVHN	Latent Optimization	Normalized Data Attribution Value0.1256	15	16d ago
CIFAR-10	Latent Optimization	Data Attribution Value0.1682	15	16d ago
Brain Rot (test)	RISE	auPRC85.6	10	1mo ago
Finance-Medical (test)	TrackStar	auPRC96.1	10	1mo ago
Howdy (test)	RISE	AUPRC99.9	10	1mo ago
CIFAR-2 CIFAR-10 subset (test)	DAS	LDS (%)13.79	10	3mo ago
SB-Pokemon synthetic (test)	JTRAK	LDS7.97	10	3mo ago
Naruto (test)	DAS	LDS20.44	10	3mo ago
ArtBench-2 (test)	DAS	LDS31.58	10	3mo ago
WikiText-103 (test)	TRAK	Tail-patch Score7.88	9	3mo ago
ImageNet	TracIn	LDS23.92	8	3mo ago
WikiText-103	EKFAC	LDS18.33	8	3mo ago
CelebA-HQ In-distribution (test)	DAS	Precision@10 (Eyeglasses)99	7	3mo ago
OpenWebText (test)		Tail-patch Score-0.07	5	3mo ago
Synthetic (Out-of-distribution)	DAS	Shape Fidelity100	4	3mo ago
Synthetic (In-distribution)	Concept-TRAK	Shape Score100	4	3mo ago
CelebA-HQ Out-of-distribution (test)	Concept-TRAK	P@10 (Eyeglasses)100	4	3mo ago

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