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A transformer-based reinforcement learning approach for scalable weapon target assignment

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The Journal of Defense Modeling and Simulation: Applications, Methodology, Technology

Published online on

Abstract

The Journal of Defense Modeling and Simulation, Ahead of Print.
We develop a novel reinforcement learning model, the attention-based reinforcement learning framework for assignment (ARFA), designed to optimize the weapon target assignment problem. Our ARFA model outperforms selected exact and heuristic algorithms in ...