JEPA in chess leads to interpretable chess boards:
https://arxiv.org/abs/2606.11860
JEPA in image classification leads to interpretable image latents
https://arxiv.org/abs/2508.10104
Easy intro to JEPA, demonstrating that interpretability is as easy as running a PCA on latents