CUSP: Decomposable Collective Uncertainty for Multi-Agent Multimodal Reasoning
CUSP (Collective Uncertainty through Semantic Opinion Pooling), a training-free uncertainty quantification framework that maps multiple VLM responses to a shared semantic response space, pools them into a pooled semantic opinion, and reports two complementary system-level signals.
C. Yu, David Garcia, Brian Jalaian et al.
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