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ResearchFormerly WizWand

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

1.321AUROC (G_full)Oracle
0.428680.660340.8921.12366May 22, 2025
Updated 6mo ago

Evaluation results

MethodLinks
OracleStrategy Category=Upper Bounds (for reference)2025.051.3211.315
True KL-Div.Strategy Category=Upper Bounds (for reference)2025.050.9790.862
True RankStrategy Category=Upper Bounds (for reference)2025.050.960.811
True Uncert.Strategy Category=Upper Bounds (for reference)2025.050.7160.75
KL-DivStrategy Category=Imputation-based (proposed)2025.050.6030.627
ProbabilityStrategy Category=Baselines (no imputation)2025.050.5340.676
ProbabilityStrategy Category=Imputation-based (proposed)2025.050.5130.61
UncertaintyStrategy Category=Baselines (no imputation)2025.050.5130.48
UncertaintyStrategy Category=Imputation-based (proposed)2025.050.4990.452
RandomStrategy Category=Baselines (no imputation)2025.050.4890.527
RankStrategy Category=Imputation-based (proposed)2025.050.4630.491