Ring

Benchmarks

Task Name	Dataset Name	SOTA Result
Concept Erasure	Ring	ASR71.3	10
Conformal Prediction	Ring	Coverage91	8
Concept Erasure	Ring-77	Nudity Rate6.32	7
Concept Erasure	Ring-16	Nudity Rate11.58	7
Classification	Ring (5-fold cross-val)	Accuracy88.82	7
Classification	ring	Accuracy97.8	7
Online Class-Incremental Learning	Ring synthetic stream	Accuracy97.9	6
Generative Modeling	ring-6	SW20.051	5
Variational Inference	Ring 2	RKL2.9	4
Random Forest Compilation	ring	%A87.48	2
Target distribution approximation	Ring	Wasserstein-2 Distance (Sinkhorn)0.1074	2
Secure Comparison	Ring Z2k (online phase)	Metric-	0

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