Preprint Open access
Syn-Omni: Structured Specialization and Progressive Collaboration for Omnimodal Embeddings
Omnimodal embeddings naturally involve both shared representations and modality-specific features across heterogeneous inputs. However, existing omnimodal embedding methods often rely on a single shared parameter space over mixed-modality data, limiting structural separation between universal and modality-specific repr …