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Active Modality Acquisition on MOSEI Audio imputed by Image and Text (test)

1.215AUROC (G_full)Oracle
0.334120.562810.79151.02019May 22, 2025

Evaluation results

MethodLinks
OracleCategory=Upper Bounds (for reference)2025.051.2151.275
True KL-Div.Category=Upper Bounds (for reference)2025.050.8650.85
KL-DivCategory=Imputation-based (proposed)2025.050.8570.846
True RankCategory=Upper Bounds (for reference)2025.050.8330.837
ProbabilityCategory=Imputation-based (proposed)2025.050.6670.725
UncertaintyCategory=Imputation-based (proposed)2025.050.6460.694
True Uncert.Category=Upper Bounds (for reference)2025.050.6450.693
UncertaintyCategory=Baselines (no imputation)2025.050.5360.566
RandomCategory=Baselines (no imputation)2025.050.5030.53
RankCategory=Imputation-based (proposed)2025.050.4590.489
ProbabilityCategory=Baselines (no imputation)2025.050.3680.462