Research questionHow can a navigation map encode heterogeneous route costs compactly while answering new goals without retraining?A reusable map must preserve nonuniform additive edge costs without storage that grows too quickly as the environment expands. It must also support new goal queries from one learned representation rather than rebuilding or retraining for each goal.