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ML
2008
ACM
13 years 8 months ago
Transfer in variable-reward hierarchical reinforcement learning
Neville Mehta, Sriraam Natarajan, Prasad Tadepalli...
ML
2000
ACM
133views Machine Learning» more  ML 2000»
13 years 8 months ago
Convergence Results for Single-Step On-Policy Reinforcement-Learning Algorithms
Satinder P. Singh, Tommi Jaakkola, Michael L. Litt...
ICRA
1995
IEEE
123views Robotics» more  ICRA 1995»
14 years 6 days ago
Vision-Based Reinforcement Learning for Purposive Behavior Acquisition
This paper presents a method of vision-based reinforcement learning by which a robot learns to shoot a ball into a goal, and discusses several issues in applying the reinforcement...
Minoru Asada, Shoichi Noda, Sukoya Tawaratsumida, ...
ATAL
2008
Springer
13 years 10 months ago
Autonomous transfer for reinforcement learning
Recent work in transfer learning has succeeded in making reinforcement learning algorithms more efficient by incorporating knowledge from previous tasks. However, such methods typ...
Matthew E. Taylor, Gregory Kuhlmann, Peter Stone
ECML
2006
Springer
14 years 9 days ago
Scaling Model-Based Average-Reward Reinforcement Learning for Product Delivery
Reinforcement learning in real-world domains suffers from three curses of dimensionality: explosions in state and action spaces, and high stochasticity. We present approaches that ...
Scott Proper, Prasad Tadepalli