When Does Quality-Aware Multimodal Fusion Matter? A Leakage-Safe Diagnostic for Decision-Level Dependence
The authors developed a leakage-safe diagnostic to test if quality signals influence model decisions during inference. They found that native quality estimates do not measurably change fused predictions across tested multimodal systems, suggesting quality awareness is only beneficial when it reliably predicts which modality is correct for a specific instance.