Direct Experience World-Model Optimization: Learning the World Beyond Action Imitation

World-Action Models (WAMs) couple action generation with predictions of how physical interactions unfold. However, current post-deployment learning paradigms typically improve behavior without requiring better world predictions.

From the abstract. Our summary is in progress.