The Oracle Could Choose, but the Online Planner Could Not
Exact-grid action values exposed a large information gap, while causal self-rollout became inaccurate and prohibitively expensive once planning work was counted.
Belief-Compression
When Projection Choice Matters
An exact option-value model and scalar oracle experiments show when preserving a belief can reduce future loss—without yet producing a deployable controller.