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AIPS
2000
13 years 11 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
13 years 11 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
13 years 11 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
13 years 11 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