Proceedings of the National Academy of Sciences, Volume 123, Issue 6, February 2026. <br />SignificanceIntegrative analyses of single-cell multimodal data hold immense potential for uncovering valuable biological insights. However, the unpaired nature of such data—where explicit linkages between modalities are absent—poses a fundamental ...