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Policy Learning with Competing Agents

  • Policy Learning with Competing Agents
  • Decision makers often aim to learn a treatment assignment policy under a capacity constraint on the number of agents that they can treat.
  • This paper studies capacity-constrained treatment assignment in the presence of strategic interference.
  • The authors present a consistent estimator for policy gradient, allowing for learning capacity-constrained policies in the presence of strategic behavior.

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