Mutual Information Estimation
Benchmarks
Dataset NameSOTA methodMetricTrendResultsLast Updated
0.01Bias
60
Feb 26, 2026
0Variance
42
Feb 26, 2026
7.3MSE
36
Feb 26, 2026
0.12MSE
36
Feb 26, 2026
8.447Est. Mutual Information
30
Feb 26, 2026
31.03MI Estimate
30
Feb 26, 2026
79.3Mutual Information (MI)
30
Feb 26, 2026
0.01Bias
30
Feb 26, 2026
0.06Bias
30
Feb 26, 2026
6.41MI Estimate
24
Feb 26, 2026
0.47MSE
16
Apr 14, 2026
0.07MSE
16
Apr 14, 2026
0MSE
16
Apr 14, 2026
0MSE
16
Apr 14, 2026
0.001Time / sample (s)
12
Feb 26, 2026
1.59MI Estimate Score (Mn-dense 5-5-0.5)
8
Jun 2, 2026
1.16MAE
6
Jun 2, 2026
0.11MAE
6
Jun 2, 2026
0.02MAE
6
Jun 2, 2026
0.03MAE
6
Jun 2, 2026
0.03MAE
6
Jun 2, 2026
0.11PMI Score (ρ)
6
Mar 17, 2026
0.664PMI ρ Score
6
Mar 17, 2026
0.811PMIScore ρ
6
Mar 17, 2026
0.06Variance
6
Feb 26, 2026