Mutual Information Estimation on Gaussian setting d=20, N=64 benchmark leaderboard · SOTA2 Research

Mutual Information Estimation on Gaussian setting d=20, N=64

0.01BiasNJEE

Evaluation Results

Method	Links
NJEE2023.05		0.01	0.13	0.13
KL-DIME2023.05		0.13	0.05	0.07
HD-DIME2023.05		0.16	0.06	0.09
NJEE2023.05		0.17	0.17	0.2
GAN-DIME2023.05		0.17	0.06	0.09
NJEE2023.05		0.18	0.1	0.14
SMILE2023.05		0.18	0.05	0.09
KL-DIME2023.05		0.25	0.09	0.15
CPC2023.05		0.25	0.04	0.1
GAN-DIME2023.05		0.26	0.55	0.62
GAN-DIME2023.05		0.27	0.11	0.19
HD-DIME2023.05		0.28	0.11	0.19
NJEE2023.05		0.29	0.06	0.14
GAN-DIME2023.05		0.34	0.32	0.43
GAN-DIME2023.05		0.35	0.19	0.31
NJEE2023.05		0.37	0.16	0.3
SMILE2023.05		0.37	0.11	0.25
HD-DIME2023.05		0.43	0.2	0.39
SMILE2023.05		0.44	0.18	0.38
KL-DIME2023.05		0.48	0.11	0.34
SMILE2023.05		0.5	0.3	0.55
SMILE2023.05		0.52	0.51	0.79
HD-DIME2023.05		0.61	0.29	0.66
HD-DIME2023.05		0.73	0.43	0.96
KL-DIME2023.05		0.87	0.12	0.87
CPC2023.05		0.98	0.03	0.99
KL-DIME2023.05		1.44	0.11	2.19
CPC2023.05		2.29	0.01	5.25
CPC2023.05		3.99	0	15.89
CPC2023.05		5.88	0	34.57