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» Learning Behaviors Models for Robot Execution Control
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AAAI
2008
15 years 6 months ago
The PELA Architecture: Integrating Planning and Learning to Improve Execution
Building architectures for autonomous rational behavior requires the integration of several AI components, such as planning, learning and execution monitoring. In most cases, the ...
Sergio Jiménez, Fernando Fernández, ...
NIPS
1992
15 years 5 months ago
Explanation-Based Neural Network Learning for Robot Control
How can artificial neural nets generalize better from fewer examples? In order to generalize successfully, neural network learning methods typically require large training data se...
Tom M. Mitchell, Sebastian Thrun
ICRA
2003
IEEE
104views Robotics» more  ICRA 2003»
15 years 9 months ago
Enhancing the reactive capabilities of integrated planning and control with cooperative extended kohonen maps
— Despite the many significant advances made in robot motion research, few works have focused on the tight integration of high-level deliberative planning with reactive control ...
Kian Hsiang Low, Wee Kheng Leow, Marcelo H. Ang Jr...
NIPS
2003
15 years 5 months ago
A Holistic Approach to Compositional Semantics: A Connectionist Model and Robot Experiments
We present a novel connectionist model for acquiring the semantics of a simple language through the behavioral experiences of a real robot. We focus on the “compositionality” ...
Yuuya Sugita, Jun Tani
IJCAI
2001
15 years 5 months ago
Robot Weightlifting By Direct Policy Search
This paper describes a method for structuring a robot motor learning task. By designing a suitably parameterized policy, we show that a simple search algorithm, along with biologi...
Michael T. Rosenstein, Andrew G. Barto