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AIPS
2009
13 years 6 months ago
A Semantics for HTN Methods
Despite the extensive development of first-principles planning in recent years, planning applications are still primarily developed using knowledge-based planners which can exploi...
Robert P. Goldman
CEC
2010
IEEE
13 years 6 months ago
Beyond No Free Lunch: Realistic algorithms for arbitrary problem classes
In this paper we present a simple and general new No Free Lunch-like result that applies to revisiting algorithms searching arbitrary problem sets. We begin by unifying the assumpt...
James A. R. Marshall, Thomas G. Hinton
JMLR
2008
129views more  JMLR 2008»
13 years 5 months ago
Finite-Time Bounds for Fitted Value Iteration
In this paper we develop a theoretical analysis of the performance of sampling-based fitted value iteration (FVI) to solve infinite state-space, discounted-reward Markovian decisi...
Rémi Munos, Csaba Szepesvári