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AIPS
2000
15 years 1 months ago
Distance-Based Goal-Ordering Heuristics for Graphplan
We will discuss the shortcomings of known variable and value ordering strategies for Graphplan's backward search phase, and propose a novel strategy that is based on a notion...
Subbarao Kambhampati, Romeo Sanchez Nigenda
AIPS
2004
15 years 1 months ago
Learning Domain-Specific Control Knowledge from Random Walks
We describe and evaluate a system for learning domainspecific control knowledge. In particular, given a planning domain, the goal is to output a control policy that performs well ...
Alan Fern, Sung Wook Yoon, Robert Givan
AIPS
2000
15 years 1 months ago
A New Perspective on Algorithms for Optimizing Policies under Uncertainty
The paper takes a fresh look at algorithms for maximizing expected utility over a set of policies, that is, a set of possible ways of reacting to observations about an uncertain s...
Rina Dechter
AIPS
2000
15 years 1 months ago
Planning with Reduced Operator Sets
Classical propositional STRIPSplanning is nothing but the searchfor a path in the state-transition graph induced by the operators in the planning problem. Whatmakes the problem ha...
Patrik Haslum, Peter Jonsson