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Constrained Phi-Equilibria

ICML 2023 · Learning theory and algorithms › Submodular and game algorithms · approach: Correlated equilibria in sequential games · 0 citations (OpenAlex)

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Measured effects reported in the paper

What was changedWhereMeasuredEffect
Introduce strategy constraints and restrict deviations to safe deviationsPhi-equilibria in normal-form games · Cost-constrained normal-form gamesconvexity of the equilibrium setHurt
Use the general constrained Phi-equilibrium formulation without fixing the number of constraints or actionsApxCPE · Cost-constrained normal-form gamescomputational tractabilityHurt
Fix the number of cost constraintsLagrange-multiplier discretization algorithm · ApxCPE(1, ε)runtimeHelped
Fix the number of players' actionsLagrange-multiplier discretization algorithm · ApxCPE(1, ε), constant εruntimeHelped
Make each player's deviation costs independent of the modified correlated strategyConstrained Phi-equilibria · Cost-constrained normal-form gamesconvexity of the equilibrium setHelped
Make each player's deviation costs independent of the modified correlated strategyApxCPE(1, 0) · Cost-constrained normal-form games satisfying the deviation-cost assumptionruntimeHelped
Use decentralized no-regret learning when deviation costs are independent of the modified correlated strategyConstrained Phi-equilibria · Cost-constrained normal-form games satisfying the deviation-cost assumptionequilibrium approximation error: O(\nicefrac{1}{\sqrt{T})Helped
Use CCE deviations with costs depending only on the player's own actionMarginally-constrained CCE · Cost-constrained normal-form gamesruntimeHelped

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