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cs.LG2026
CIViC: Evidence Gates for Audio-Conditioned Visual Prediction on Proxy Tasks
Mengzhe Geng, Max W. Y. Lam, Yuewen Cao +4
Removing audio can shift a visual predictor's output without showing whether the task uses the intended audio information. We introduce Conditional Input and Visual Interpretation…
cs.LG2026
Controlled Acquisition and Abstention in Three-Channel Score Conflicts
Mengzhe Geng
When audio, video, and text disagree, accuracy alone does not show whether to acquire another source or abstain. We study these choices in a controlled three-score benchmark: a pol…