A Proposal to Integrate Deep Q-Learning with Automated Planning to Improve the Performance of a Planning-Based Agent

Author:

Núñez-Molina Carlos,Vellido Ignacio,Nikolov-Vasilev Vladislav,Pérez RaúlORCID,Fdez-Olivares JuanORCID

Publisher

Springer International Publishing

Reference20 articles.

1. Bonanno, D., Roberts, M., Smith, L., Aha, D.W.: Selecting subgoals using deep learning in minecraft: a preliminary report. In: IJCAI Workshop on Deep Learning for Artificial Intelligence (2016)

2. Cox, M.T.: Perpetual self-aware cognitive agents. AI Mag. 28(1), 32–45 (2007)

3. Fox, M., Long, D.: PDDL2: 1: an extension to PDDL for expressing temporal planning domains. J. Artif. Intell. Res. 20, 61–124 (2003)

4. Ghallab, M., Nau, D., Traverso, P.: Automated Planning and Acting. Cambridge University Press, New York (2016)

5. Hoffmann, J.: FF: the fast-forward planning system. AI Mag. 22(3), 57 (2001)

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