Computational Efficiency

Benchmarks

Dataset Name	SOTA Method	Metric
Malicious Prompt Detection Benchmarks	VLMShield	Detection Time (s)0.34	14	1mo ago
DINOv2 ViT-B/14 (layer 11)		Latency (ms/batch)380.83	10	2d ago
Synthetic DGP n_train=25k	MB Last-Layer	Inference Latency (s)2.3	9	23d ago
General Evaluation	Stable Signature	Extraction Time (s)0.014	8	3mo ago
Volumetric Data	FastSAM3D	Encoder Time (ms)3	7	3mo ago
Synthetic DGP	Causal EpiNet	Inference Latency (ms)612	6	23d ago
LLaMA-2-7B (test)	AlignX	Total Time1,495	4	3mo ago
Big Patent	GSTransform	Real-Time Latency (s)87	4	3mo ago
AG-News	GSTransform	RT Latency (s)77	4	3mo ago
Yelp 2013	CNN+CSAA	Time (s)146	4	3mo ago
IMDB	CNN+CSAA	Time (s)256	4	3mo ago
Weinreb d2→d6 (inference)	Chreode	NFE per Query1	3	6d ago
Fe-VNAND retention analysis simulation	AI Surrogate (PINO)	Single Sweep Simulation Time0.1	2	2mo ago
PFAS Contamination Northern Michigan (NM) (test)		Feature Extraction Time2	2	3mo ago
PFAS Contamination 1 km² area (test)		Feature Extraction Time1.2	2	3mo ago
PFAS Contamination Northern Michigan	-	-	0	3mo ago
PFAS Contamination 1 km² area	-	-	0	3mo ago

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