Mutual Information Estimation

Benchmarks

Dataset Name	SOTA Method	Metric
Gaussian d=20 (test)	GAN-DIME	Bias0.01	60	1mo ago
Gaussian d=5, N=64	CPC	Variance0	42	1mo ago
Out-of-Meta-Distribution (OoMD) (test)	MIST	MSE7.3	36	1mo ago
In-Meta-Distribution (IMD) (test)	MISTQR	MSE0.12	36	1mo ago
High-dimensional image benchmark 32x32 (val)	DBMI	Est. Mutual Information8.447	30	1mo ago
Low-Dimensional Benchmark S=2 to 50, D=10 (test)	DBMI	MI Estimate31.03	30	1mo ago
Low-dimensional benchmark S=10 (test)	DBMI	Mutual Information (MI)79.3	30	1mo ago
Gaussian setting d=20, N=64	NJEE	Bias0.01	30	1mo ago
Gaussian (d=10, N=64)	NJEE	Bias0.06	30	1mo ago
high-dimensional image benchmark 16 x 16	DBMI	MI Estimate6.41	24	1mo ago
High-discrepancy regimes MI=40	OS-DRE	MSE0.47	16	5d ago
High-discrepancy regimes MI=30	OS-DRE	MSE0.07	16	5d ago
High-discrepancy regimes MI=20	OS-DRE	MSE0	16	5d ago
High-discrepancy regimes MI=10	D3RE	MSE0	16	5d ago
M extended (test)	MIST(QR)	Time / sample (s)0.0006	12	1mo ago
Synthetic Independent	PMIScore	PMI Score (ρ)0.11	6	1mo ago
Synthetic Diagonal	PMIScore	PMI ρ Score0.664	6	1mo ago
Synthetic Block	PMIScore	PMIScore ρ0.811	6	1mo ago
Gaussian (d=5, N=64, MI=10)	KL-DIME	Variance0.06	6	1mo ago
Gaussian d=5, N=64, MI=8	KL-DIME	Variance0.06	6	1mo ago
Gaussian (d=5, N=64, MI=6)	NWJ	Variance0.69	6	1mo ago

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