Beyond alignment: synergistic integration is required for multimodal cell foundation models
This paper argues that achieving a "virtual cell" requires shifting from standard alignment-based multimodal fusion to synergy-maximizing integration, as demonstrated by a new metric showing that complex biological tasks benefit from cross-modal interactions while simpler ones are efficiently handled by fine-tuning dominant unimodal models.