One-Step Prediction Fidelity Is a Poor Proxy for Planning Performance in JEPA World Models

Joshua Cheung, Zhang He

Latent world models are routinely selected, checkpointed and ablated on one-step prediction loss, on the assumption that a model which predicts the next latent better is a better m…