Attribution

Benchmarks

Dataset Name	SOTA Method	Metric
WildDeepfake	GazeCLIP	Accuracy99.68	34	2mo ago
ImageNet 2012	SIG	DiffID Score37.84	30	2mo ago
Oxford 102 Flower	SIG	DiffID32.24	30	2mo ago
Verifiability-Granular (test)	TokenShapley	Attribution Accuracy84.77	28	4mo ago
ImageNet (val)	Smooth Mask	Relevance Rank0.638	20	2mo ago
COCO (val)	Gradient SHAP	Relevance Rank49.2	20	2mo ago
Pascal	IntGrad	Avg Attribution F150	18	4mo ago
OpenSurfaces	LIME	Avg Attribution F143	18	4mo ago
QuoteSum (test)	TokenShapley	Accuracy92.51	18	4mo ago
ImageNet-S (val)	Routing Game (RG)	AL0.709	17	2mo ago
ALCE Average	C2-Cite++	Avg. F153.2	15	4mo ago
QAMPARI	C-Enhanced	Precision37.3	15	4mo ago
ELI5	C2-Cite++	Precision55.8	15	4mo ago
ASQA	C2-Cite++	Precision76.3	15	4mo ago
Unseen Datasets Average	GazeCLIP	Accuracy96.03	14	3mo ago
DFDC	GazeCLIP	Accuracy94.88	14	3mo ago
Celeb-DF	GazeCLIP	Accuracy93.52	14	3mo ago
XAI-TRIS Scenario 2 (Multiplicative/uncorrelated)	AGOP-Global	PG50.6	9	2mo ago
KV Retrieval (test)	ConCite	Accuracy1	9	4mo ago
CLICONSUMMATION multimodal (163 samples)	IMG_RAW	Text F165.52	8	4mo ago
MS-CXR	MATEX	Confidence Drop0.51	7	4mo ago
Image regime (test)	Cohere + MULTATTNATTRIB	Precision74.9	6	22d ago
CLICONSUMMATION text-only (256 samples)	Cite-While-You-Generate (Text)	Macro-F176.33	6	4mo ago
VAR	LatentTracer	Model Pre-training Time (hours)20,000	4	25d ago
Infinity	LatentTracer	Pre-training Time (hours)50,000	4	25d ago

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