Reward Hacking as Equilibrium under Finite Evaluation

Jiacheng Wang, Jinbin Huang

We prove that under five minimal axioms -- multi-dimensional quality, finite evaluation, effective optimization, resource finiteness, and combinatorial interaction -- any optimized…