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The emergence of rational behavior in the presence of stochastic perturbations

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abstract

We study repeated games where players use an exponential learning scheme in order to adapt to an ever-changing environment. If the game's payoffs are subject to random perturbations, this scheme leads to a new stochastic version of the replicator dynamics that is quite different from the "aggregate shocks" approach of evolutionary game theory. Irrespective of the perturbations' magnitude, we find that strategies which are dominated (even iteratively) eventually become extinct and that the game's strict Nash equilibria are stochastically asymptotically stable. We complement our analysis by illustrating these results in the case of congestion games.

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cs.MA 1

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2026 1

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UNVERDICTED 1

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The Dynamics of Policy Gradient in Social Dilemmas with Partner Selection

cs.MA · 2026-05-18 · unverdicted · novelty 7.0 · 2 refs

Partner selection alters opponent distributions in policy-gradient dynamics, promoting cooperation when population variance exists, with a Wiener-process stochastic extension proving a sufficient condition and stationary distribution.

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  • The Dynamics of Policy Gradient in Social Dilemmas with Partner Selection cs.MA · 2026-05-18 · unverdicted · none · ref 28 · 2 links · internal anchor

    Partner selection alters opponent distributions in policy-gradient dynamics, promoting cooperation when population variance exists, with a Wiener-process stochastic extension proving a sufficient condition and stationary distribution.