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A Challenge for Multi-Agent Sequential Decision Problems: Global Resource Constraints

Frits de Nijs, Matthijs T. J. Spaan, and Mathijs M. de Weerdt. A Challenge for Multi-Agent Sequential Decision Problems: Global Resource Constraints. In Multi-agent Sequential Decision Making under Uncertainty, 2015. Workshop at AAMAS15.

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Abstract

When multiple agents share a common resource and this is their only type of interaction, existing methods for multi-agent sequential decision making seem to be rather inefficient. An algorithm using an ad-hoc decomposition of a power-constrained planning problem, on the other hand, can achieve near-optimal plans even for many agents. Does a more principled way exist to solve such multi-agent planning problems with global resource constraints?

BibTeX Entry

@InProceedings{DeNijs15msdm,
  author =       {Frits de Nijs and Matthijs T. J. Spaan and Mathijs
                  M. de Weerdt},
  title =        {A Challenge for Multi-Agent Sequential Decision
                  Problems: Global Resource Constraints},
  booktitle =    {Multi-agent Sequential Decision Making under
                  Uncertainty},
  year =         2015,
  note =         {Workshop at AAMAS15.}
}

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