JEPAs have demonstrated and improved the Platonic representation hypothesis.
JEPAs jointly embed predictive architectures in multimodal alignment observations, converging more efficiently to shared representations than next-word prediction, proving that it is the positive view design rather than scale itself that drives cross-modal alignment.

















