Model Fingerprinting

Benchmarks

Dataset Name	SOTA Method	Metric
CIFAR-100		AUC100	52	2mo ago
MNIST	IrisFP	AUC0.985	47	2mo ago
CIFAR-10	AnaFP	AUC95.7	47	2mo ago
Tiny-ImageNet	IrisFP	AUC1	45	2mo ago
Fashion-MNIST	IrisFP	AUC99.2	40	2mo ago
Pruning Positive Samples	AWM	Absolute Z-score344.07	30	3mo ago
RL Positive Samples	AWM	Absolute Z-score355.27	30	3mo ago
Multi Modal Positive Samples	AWM	Absolute Z-score355.05	30	3mo ago
Upcycling Positive Samples	AWM	Absolute Z-score332.23	30	3mo ago
Continual Pretrain Positive Samples	AWM	Absolute Z-score268.72	30	3mo ago
SFT Positive Samples	AWM	Absolute Z-score355.23	30	3mo ago
PROTEINS	AnaFP	AUC97.1	24	2mo ago
Qwen2.5-derived suspects v0.1	AttnDiff	Similarity Score0.9968	12	1mo ago
Llama-2 DPO 7B	AttnDiff	Similarity Score99.94	7	1mo ago
Tulu 2 DPO 7B	PCS	Similarity Score0.9999	7	1mo ago
Llama-2-7B ppo-v0.1-reward	PCS	Similarity Score100	7	1mo ago
Character Dropping	Base+S2.7-P+[D+Z]	Performance (-5% Dropped)26	6	6d ago
System Prompt Variations	Base+S2.7-P+[D+Z]	Fastchat Score96	6	6d ago
Mistral-7B-v0.3-derived suspects v0.1	PCS	Similarity Score0.9999	5	1mo ago
gemma-2-2b-derived suspects v0.1	PCS	Similarity Score99.96	5	1mo ago
Model Fingerprinting Dataset All	AWM	\|Z\| Score302.936	5	3mo ago
Model Fingerprinting Dataset (PR)	AWM	\|Z\|267.233	5	3mo ago
Model Fingerprinting Dataset (RL)	AWM	$\|Z\|$ Score355.25	5	3mo ago
Model Fingerprinting Dataset MM	AWM	\|Z\|334.556	5	3mo ago
Model Fingerprinting Dataset (UP)	AWM	\|Z\|287.634	5	3mo ago

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