Differentially Private Paired Table-Image Multimodal Synthesis
DP-TabImage is proposed, a modality-specialized framework for private paired synthesis that achieves a strong balance among tabular fidelity, image fidelity, and cross-modal alignment and reveals that visual warm-up primarily improves marginal image fidelity, whereas aligned table-image warm-up is critical for improvin...