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MDAI
2010
Springer
14 years 7 months ago
Revisiting Natural Actor-Critics with Value Function Approximation
Actor-critics architectures have become popular during the last decade
Matthieu Geist, Olivier Pietquin
NN
2010
Springer
187views Neural Networks» more  NN 2010»
14 years 4 months ago
Efficient exploration through active learning for value function approximation in reinforcement learning
Appropriately designing sampling policies is highly important for obtaining better control policies in reinforcement learning. In this paper, we first show that the least-squares ...
Takayuki Akiyama, Hirotaka Hachiya, Masashi Sugiya...
IPPS
2002
IEEE
15 years 2 months ago
A Framework for Using Benefit Functions In Complex Real Time Systems
Researchers are currently investigating applying benefit, or utility functions for allocating resources in limited, soft real time systems [1,2,3]. While the future of real -time ...
David L. Andrews, Lonnie R. Welch, David M. Chelbe...
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AAAI
2010
14 years 11 months ago
Coalition Structure Generation based on Distributed Constraint Optimization
Forming effective coalitions is a major research challenge in AI and multi-agent systems (MAS). Coalition Structure Generation (CSG) involves partitioning a set of agents into coa...
Suguru Ueda, Atsushi Iwasaki, Makoto Yokoo, Marius...