Joint, decoupled, or agent: which multimodal alignment paradigm wins across datasets and budgets.

arXiv:2610.24108v1 Announce Type: new Abstract: Jointly pretrained multimodal encoders are a common way to combine modalities, while alternatives integrate their information during downstream training or inference....