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ATAL
2010
Springer
15 years 3 months ago
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Learning, planning, and representing knowledge in large state t multiple levels of temporal abstraction are key, long-standing challenges for building flexible autonomous agents. ...
Jonathan Sorg, Satinder P. Singh
135
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CORR
2010
Springer
205views Education» more  CORR 2010»
15 years 2 months ago
Behavioral Simulations in MapReduce
In many scientific domains, researchers are turning to large-scale behavioral simulations to better understand real-world phenomena. While there has been a great deal of work on s...
Guozhang Wang, Marcos Antonio Vaz Salles, Benjamin...
CORR
2006
Springer
113views Education» more  CORR 2006»
15 years 2 months ago
A Unified View of TD Algorithms; Introducing Full-Gradient TD and Equi-Gradient Descent TD
This paper addresses the issue of policy evaluation in Markov Decision Processes, using linear function approximation. It provides a unified view of algorithms such as TD(), LSTD()...
Manuel Loth, Philippe Preux
IVA
2007
Springer
15 years 8 months ago
Proactive Authoring for Interactive Drama: An Author's Assistant
Interactive drama allows people to participate actively in a dynamically unfolding story, by playing a character or by exerting directorial control. One of the central challenges f...
Mei Si, Stacy Marsella, David V. Pynadath
ATAL
2005
Springer
15 years 7 months ago
Theory of moves learners: towards non-myopic equilibria
In contrast to classical game theoretic analysis of simultaneous and sequential play in bimatrix games, Steven Brams has proposed an alternative framework called the Theory of Mov...
Arjita Ghosh, Sandip Sen