No Gaussian Required: Contrastive Inverse Dynamics for JEPA World Models

Jack Boylan, Chris Hokamp

Joint-Embedding Predictive Architectures (JEPAs) learn world models by predicting future embeddings, but the objective admits a trivial solution of a constant encoder, so every pra…