SOTA Distribution Alignment benchmarks and papers with code

Benchmarks

Dataset Name	SOTA Method	Metric
ImageNet (val)		FDval2.39	48	1mo ago
ImageNet (train)	DRL (λ*)	FD1.29	48	1mo ago
Aggregate of Six Datasets	KL-Optimized Fine-Tuning	Average MAE0.082	24	3mo ago
Gender (US) - Real	KL-Optimized Fine-Tuning	MAE0.068	24	3mo ago
Gender UK Real	KL-Optimized Fine-Tuning	MAE0.084	24	3mo ago
Sentiment Even	KL-Optimized Fine-Tuning	MAE0.075	20	3mo ago
Race Even	KL-Optimized Fine-Tuning	MAE0.072	20	3mo ago
Gender (US) - Even		MAE0.049	20	3mo ago
Gender UK Even	KL-Optimized Fine-Tuning	MAE0.046	20	3mo ago
UK Dataset Even Setting (test)	Steering Token Calibration	Alignment Error0.05	12	3mo ago
UK Dataset Real Setting (test)	Steering Token Calibration	Alignment Error0.078	12	3mo ago
MD17 Aspirin	ADA	W1 (MD)0.004	11	3mo ago
PopAlign-Bench Average	ICL	Behavioral Alignment Score31.9	9	1mo ago
PopAlign-Bench Reddit-A	ICL	Behav-JS31.6	9	1mo ago
PopAlign-Bench Reddit-B		Behav-JS0.029	9	1mo ago
PopAlign-Bench Public-A	ICL	Behav-JS32.3	9	1mo ago
PopAlign-Bench Public-B		Behav-JS0.03	9	1mo ago
Loan		MMD0.0763	7	4mo ago
Breast Cancer		MMD0.0429	7	4mo ago
German Credit		MMD0.0549	7	4mo ago
HR Analytic		MMD0.0184	7	4mo ago
Bank Marketing		MMD0.0226	7	4mo ago
Income		MMD0.023	7	4mo ago
Employment		MMD0.0219	7	4mo ago
Diabetes		MMD0.0217	7	4mo ago

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