Balestriero and LeCun prove JEPAs trained on different modalities learn the same representation up to a rotation
The arXiv paper turns the Platonic Representation Hypothesis into a theorem under stated assumptions and reports a 109M-parameter text JEPA aligning with DINOv2 and CLIP image encoders better than every language model it tested up to 72B; it has not been peer reviewed.