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65
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ICANN
2007
Springer
15 years 5 months ago
Solving Deep Memory POMDPs with Recurrent Policy Gradients
Abstract. This paper presents Recurrent Policy Gradients, a modelfree reinforcement learning (RL) method creating limited-memory stochastic policies for partially observable Markov...
Daan Wierstra, Alexander Förster, Jan Peters,...
106
Voted
SOCA
2008
IEEE
14 years 11 months ago
Log-based mining techniques applied to Web service composition reengineering
There is no doubt that SOA and BPM will continue to evolve dependently for the next ten years. Preparing common research infrastructures will require most important efforts of web ...
Walid Gaaloul, Karim Baïna, Claude Godart
77
Voted
PPL
2007
112views more  PPL 2007»
14 years 11 months ago
Embodied Computation
The traditional computational devices and models, such as the von Neumann architecture or the Turing machine, are strongly influenced by concepts of central control and perfectio...
Heiko Hamann, Heinz Wörn
103
Voted
JELIA
2004
Springer
15 years 5 months ago
Hierarchical Decision Making by Autonomous Agents
Abstract. Often, decision making involves autonomous agents that are structured in a complex hierarchy, representing e.g. authority. Typically the agents share the same body of kno...
Stijn Heymans, Davy Van Nieuwenborgh, Dirk Vermeir
136
Voted
CORR
2011
Springer
215views Education» more  CORR 2011»
14 years 3 months ago
The Bethe Permanent of a Non-Negative Matrix
:  The Bethe Permanent of a Non-Negative Matrix Pascal O. Vontobel HP Laboratories HPL-2011-116 Bethe approximation; Bethe permanent; graph cover; partition function; perfect ma...
Pascal O. Vontobel