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

https://youtu.be/kYkIdXwW2AE?is=CfCBcy1jLt-FfI2E