Completion vs Optimality: Policy Gradient in Long-Horizon Cumulative-Damage Problems

Wolfgang Maass, Sabine Janzen

Long-horizon decision problems with cumulative damage couple locally attractive actions to globally adverse outcomes. We identify two orthogonal failure modes for policy-gradient m…