Several fairness impossibility results share an RKHS geometry where linear mean constraints are overdetermined by unequal base rates, yielding the Pokémon theorem on residual MMD violations and feature-learning collapse.
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The Pok\'emon Theorem and other Fairness Impossibility Results
Several fairness impossibility results share an RKHS geometry where linear mean constraints are overdetermined by unequal base rates, yielding the Pokémon theorem on residual MMD violations and feature-learning collapse.