Papers › Minimally Modifying a Markov Game to Achieve Any Nash Equilibrium and Value

Minimally Modifying a Markov Game to Achieve Any Nash Equilibrium and Value

1 Nov 2023arXiv:2311.00582archive 2025-07-28

Young Wu, Jeremy McMahan, Yiding Chen, Yudong Chen, Xiaojin Zhu, Qiaomin Xie

We study the game modification problem, where a benevolent game designer or a malevolent adversary modifies the reward function of a zero-sum Markov game so that a target deterministic or stochastic policy profile becomes the unique Markov perfect Nash equilibrium and has a value within a target range, in a way that minimizes the modification cost. We characterize the set of policy profiles that can be installed as the unique equilibrium of a game and establish sufficient and necessary conditions for successful installation. We propose an efficient algorithm that solves a convex optimization problem with linear constraints and then performs random perturbation to obtain a modification plan with a near-optimal cost. The code for our algorithm is available at https://github.com/YoungWu559/game-modification .

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1ran · violated contract
1ran · fixture could not drive it
4ran
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INV_check youngwu559/game-modification/game_redesign.py official repository ran · violated contract no licence file found · pointer only · c42b38126cfdd6f1 · report
InvalidOriginalRewardError youngwu559/game-modification/game_redesign.py official repository ran no licence file found · pointer only · 512d4da8a87a8736 · report
InvalidPolicyError youngwu559/game-modification/game_redesign.py official repository ran no licence file found · pointer only · bc065fca58b203ed · report
UnequalSupportSizeError youngwu559/game-modification/game_redesign.py official repository ran no licence file found · pointer only · fd09ed3f080f7bae · report
ValueRangeError youngwu559/game-modification/game_redesign.py official repository ran no licence file found · pointer only · 03361ba5a3928cf0 · report
eRPS youngwu559/game-modification/game_redesign.py official repository ran · fixture could not drive it no licence file found · pointer only · 5105f5e734e1e942 · report
InvalidPerturbationError youngwu559/game-modification/game_redesign.py official repository unverified no licence file found · pointer only · 256320d739fc2486 · report
RAP youngwu559/game-modification/game_redesign.py official repository unverified no licence file found · pointer only · 067abb7d1fdab778 · report

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