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JAIR
2011
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13 years 2 months ago
A Monte-Carlo AIXI Approximation
This paper describes a computationally feasible approximation to the AIXI agent, a universal reinforcement learning agent for arbitrary environments. AIXI is scaled down in two ke...
Joel Veness, Kee Siong Ng, Marcus Hutter, William ...
ATAL
2008
Springer
13 years 9 months ago
Dynamics based control with PSRs
We present an extension of the Dynamics Based Control (DBC) paradigm to environment models based on Predictive State Representations (PSRs). We show an approximate greedy version ...
Ariel Adam, Zinovi Rabinovich, Jeffrey S. Rosensch...
FASE
2007
Springer
13 years 11 months ago
Finding Environment Guarantees
Abstract. When model checking a software component, a model of the environment in which that component is supposed to run is constructed. One of the major threats to the validity o...
Marsha Chechik, Mihaela Gheorghiu, Arie Gurfinkel