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Open access Sep 2026

CAMMRF: A Conflict-Aware Missing-Modality Robust Fusion Framework for Multimodal Sentiment Analysis under Heterogeneous Observability

Multimodal sentiment analysis combines linguistic, acoustic, and visual evidence, yet deployment commonly violates the benchmark assumption that every modality is present and mutually consistent. Missing-modality systems generally reconstruct absent channels while conflict-aware systems generally assume full observatio...

Kajal R. Chourasiya, Parul Saxena, P. Jain · 0 citations

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