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Influence-Optimistic Local Values for Multiagent Planning

Frans A. Oliehoek, Matthijs T. J. Spaan, and Stefan J. Witwicki. Influence-Optimistic Local Values for Multiagent Planning. In Proc. of Int. Conference on Autonomous Agents and Multi Agent Systems, pp. 1703–1704, 2015. Extended abstract.

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Abstract

Over the last decade, methods for multiagent planning under uncertainty have increased in scalability. However, many methods assume value factorization or are not able to provide quality guarantees. We propose a novel family of influence-optimistic upper bounds on the optimal value for problems with 100s of agents that do not exhibit value factorization.

BibTeX Entry

@InProceedings{Oliehoek15aamas,
  author =       {Frans A. Oliehoek and Matthijs T. J. Spaan and
                  Stefan J. Witwicki},
  title =        {Influence-Optimistic Local Values for Multiagent
                  Planning},
  booktitle =    {Proc. of Int. Conference on Autonomous Agents and
                  Multi Agent Systems},
  year =         2015,
  note =         {Extended abstract.},
  pages =        {1703--1704}
}

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