Zhanyou Ma

Conflict-aware commonsense knowledge distillation with hypergraph reasoning for robust multimodal sentiment analysis

Existing graph-structured multimodal sentiment analysis (MSA) methods generally rely on heuristic topology construction and shallow statistical correlation modeling, making them susceptible to spurious semantic cues and modality bias under implicit sarcasm, semantic reversal, and...