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 Fusion Module that integrates reliability and semantic cues for final prediction.
Chun-Lei Meng, Jacqueline J. Pang, Pengbin Feng et al.
· 1 citation