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Wenjie Liu and Yansha Deng are with the Department of Engineering, King’s College London, Strand, London WC2R 2LS, U.K. (e-mail: wenjie.liu@kcl.ac.uk; yansha.deng@kcl.ac.uk) (Corresponding author: Yansha Deng).Henk Wymeersch is with the Department of Electrical Engineering, Chalmers University of Technology, Gothenburg, Sweden (e-mail: henkw@chalmers.se)
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By pre-training a diffusion world model on offline data, NetWorld lets MARL agents plan trajectories without costly real-world interactions, enabling few-shot generalization across diverse wireless network tasks.