Syn-Omni: Structured Specialization and Progressive Collaboration for Omnimodal Embeddings.

arXiv:2610.12256v1 Announce Type: cross Abstract: 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 paramet