Silence and Noise: Resolving Suppression and Overvaluation in Multimodal Entity Alignment

Xizhe Zhang, Jingfeng Zhang, Meng-Fen Chiang

Multimodal entity alignment (MMEA) is fundamental to integrating heterogeneous knowledge graphs (KGs), yet existing paradigms remain critically vulnerable to incomplete modalities…