GRAPE's gradient refinement stage monotonically minimizes local uncertainty and the progress-aware direction converges to true steepest descent as the posterior sharpens

Theoretical analysis proves that this gradient refinement stage monotonically minimizes local uncertainty and that the progress-aware direction converges to true steepest descent as the posterior sharpens

http://arxiv.org/abs/2608.25116v1