The Topology of Multimodal Fusion: Why Current Architectures Fail at Creative Cognition

Xiujiang Tan

This paper identifies a structural limitation in current multimodal AI architectures that is topological rather than parametric. Contrastive alignment (CLIP), cross-attention fusio…