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KI
2004
Springer
15 years 3 months ago
On-Line Decision-Theoretic Golog for Unpredictable Domains
Abstract. DTGolog was proposed by Boutilier et al. as an integration of decision-theoretic (DT) planning and the programming language Golog. Advantages include the ability to handl...
Alexander Ferrein, Christian Fritz, Gerhard Lakeme...
72
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IJCAI
2007
14 years 11 months ago
Utile Distinctions for Relational Reinforcement Learning
We introduce an approach to autonomously creating state space abstractions for an online reinforcement learning agent using a relational representation. Our approach uses a tree-b...
William Dabney, Amy McGovern
EUMAS
2006
14 years 11 months ago
Near-Optimal Anytime Coalition Structure Generation
Forming effective coalitions is a major research challenge in the field of multi-agent systems. Central to this endeavour is the problem of determining the best set of agents that...
Talal Rahwan, Sarvapali D. Ramchurn, Viet Dung Dan...
AIPS
2009
14 years 10 months ago
Structural-Pattern Databases
abstraction heuristics, notably pattern-database and merge-and-shrink heuristics, are employed by some state-ofthe-art optimal heuristic-search planners. The major limitation of t...
Michael Katz, Carmel Domshlak
SPIN
2009
Springer
15 years 4 months ago
Subsumer-First: Steering Symbolic Reachability Analysis
Abstract. Symbolic reachability analysis provides a basis for the verification of software systems by offering algorithmic support for the exploration of the program state space ...
Andrey Rybalchenko, Rishabh Singh