Preprint
Aug 2026
Rethinking Modality Reliability in Multimodal Sentiment Analysis with Incomplete Observations
The proposed MRCF contains a Reliability-Aware Branch that estimates sample-specific modality reliability from intramodal quality cues and cross-modal semantic consistency, a Reliability-Guided Interaction Branch that uses the estimated scores to modulate cross-modal information flow, and a Reliability-Calibrated Fusio...
Chun-Lei Meng, Jacqueline J. Pang, Peng-Bin Feng et al.
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