The Geometry of Compromise: Unlocking Generative Capabilities via Controllable Modality Alignment

Hongyuan Liu, Qinli Yang, Wen Li +6

Vision-Language Models (VLMs) such as CLIP learn a shared embedding space for images and text, yet their representations remain geometrically separated, a phenomenon known as the m…