What Makes Synthetic Hard Negatives Work in Vision-Language Pretraining?

arXiv:2610.09700v2 Announce Type: replace-cross Abstract: Synthetic hard negatives generated in the representation space have proven effective for unimodal self-supervised learning, but transferring this idea to vision-language pretraining is not straightforwa