This paper establishes the Price of Stability (PoS) for First Price Auctions, for all equilibrium concepts that have been studied in the literature: Bayes Nash Equilibrium Bayes Correlated Equilibrium Bayes Coarse Correlated Equilibrium} Bayes Nash Equilibrium: For independent valuations, the tight PoS is , matching the counterpart Price of Anarchy (PoA) bound \cite{JL22}. For correlated valuations, the tight is , matching the counterpart PoA bound \cite{ST13,S14}. This result indicates that, in the worst cases, efficiency degradation depends not on different selections among Bayes Nash Equilibria. Bayesian Coarse Correlated Equilibrium: For independent or correlated valuations, the tight PoS is always , i.e., no efficiency degradation, different from the counterpart PoA bound \cite{ST13,S14}. This result indicates that First Price Auctions can be fully efficient when we allow the more general equilibrium concepts.

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