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» Forward-Chaining Planning in Nondeterministic Domains
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JAIR
2007
127views more  JAIR 2007»
14 years 9 months ago
Learning Symbolic Models of Stochastic Domains
In this article, we work towards the goal of developing agents that can learn to act in complex worlds. We develop a a new probabilistic planning rule representation to compactly ...
Hanna M. Pasula, Luke S. Zettlemoyer, Leslie Pack ...
LPNMR
2005
Springer
15 years 3 months ago
KMonitor - A Tool for Monitoring Plan Execution in Action Theories
We present a monitoring tool for plan execution in non-deterministic environments, which are described in an action language, based on non-monotonic logic programming. Thanks to it...
Thomas Eiter, Michael Fink, Ján Senko
AIPS
2003
14 years 11 months ago
Guided Symbolic Universal Planning
Symbolic universal planning based on the reduced Ordered Binary Decision Diagram (OBDD) has been shown to be an efficient approach for planning in non-deterministic domains. To d...
Rune M. Jensen, Manuela M. Veloso, Randal E. Bryan...
AAAI
2006
14 years 11 months ago
Contingent Planning with Goal Preferences
The importance of the problems of contingent planning with actions that have non-deterministic effects and of planning with goal preferences has been widely recognized, and severa...
Dmitry Shaparau, Marco Pistore, Paolo Traverso
NIPS
2008
14 years 11 months ago
MDPs with Non-Deterministic Policies
Markov Decision Processes (MDPs) have been extensively studied and used in the context of planning and decision-making, and many methods exist to find the optimal policy for probl...
Mahdi Milani Fard, Joelle Pineau