One-Step Next-Latent Prediction Is Not a World Model

Shitong Wang, Zhongang Cai, Yuzhou Hong

Next-latent prediction fits a map from the current embedding to the next one. LeNEPA carries this objective to time series, replacing the stop-gradient of next-embedding prediction…