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Mutual Information Estimation on Out-of-Meta-Distribution (OoMD) (test)

7.3MSEMIST
-480,000,000,000,000,0002,760,000,000,000,000,0006,000,000,000,000,000,0009,240,000,000,000,000,000Nov 24, 2025

Evaluation results

MethodLinks
MISTsample size (n)=[100, 300]2025.117.3
MISTsample size (n)=[10, 100]2025.118
MISTsample size (n)=[300, 500]2025.118.8
MISTQRsample size (n)=[10, 100]2025.119.5
MISTQRsample size (n)=[100, 300]2025.119.9
MISTQRsample size (n)=[300, 500]2025.1110
CCAsample size (n)=[300, 500]2025.1112
CCAsample size (n)=[100, 300]2025.1118
VCEsample size (n)=[100, 300]2025.1124
VCEsample size (n)=[300, 500]2025.1124
VCEsample size (n)=[10, 100]2025.1126
FMMIsample size (n)=[100, 300]2025.1128
FMMIsample size (n)=[300, 500]2025.1131
FMMIsample size (n)=[10, 100]2025.1133
KSGsample size (n)=[100, 300]2025.1135
LMIsample size (n)=[100, 300]2025.1136
MINDEsample size (n)=[300, 500]2025.1136
KSGsample size (n)=[10, 100]2025.1137
LMIsample size (n)=[10, 100]2025.1138
MINDEsample size (n)=[100, 300]2025.1138
InfoNetsample size (n)=[10, 100]2025.1139
InfoNCEsample size (n)=[100, 300]2025.1142
InfoNetsample size (n)=[100, 300]2025.1142
MINDEsample size (n)=[10, 100]2025.1142
KSGsample size (n)=[300, 500]2025.1143
LMIsample size (n)=[300, 500]2025.1146
InfoNCEsample size (n)=[300, 500]2025.1150
InfoNetsample size (n)=[300, 500]2025.1155
InfoNCEsample size (n)=[10, 100]2025.11320
CCAsample size (n)=[10, 100]2025.114,000
MINEsample size (n)=[10, 100]2025.117,100
MINEsample size (n)=[100, 300]2025.1115,000
MINEsample size (n)=[300, 500]2025.1133,000
DVsample size (n)=[300, 500]2025.116,100,000
DVsample size (n)=[100, 300]2025.118,700,000
DVsample size (n)=[10, 100]2025.1112,000,000,000,000,000,000