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ResearchFormerly WizWand

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

1.207AUROCOracle
0.345880.569440.7931.01656May 22, 2025
Updated 5mo ago

Evaluation results

MethodLinks
OracleStrategy Category=Upper Bounds (for reference)2025.051.2071.28
KL-DivStrategy Category=Imputation-based (proposed)2025.050.8920.894
True KL-Div.Strategy Category=Upper Bounds (for reference)2025.050.8510.842
True RankStrategy Category=Upper Bounds (for reference)2025.050.8360.84
ProbabilityStrategy Category=Imputation-based (proposed)2025.050.6650.727
UncertaintyStrategy Category=Imputation-based (proposed)2025.050.6620.72
True Uncert.Strategy Category=Upper Bounds (for reference)2025.050.6490.691
UncertaintyStrategy Category=Baselines (no imputation)2025.050.5380.567
RandomStrategy Category=Baselines (no imputation)2025.050.5120.531
RankStrategy Category=Imputation-based (proposed)2025.050.4890.52
ProbabilityStrategy Category=Baselines (no imputation)2025.050.3790.462