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» Metric learning for reinforcement learning agents
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ICAART
2011
INSTICC
14 years 3 months ago
Optimal Sample Selection for Batch-mode Reinforcement Learning
Emmanuel Rachelson, François Schnitzler, Lo...
95
Voted
ATAL
2007
Springer
15 years 6 months ago
Towards reinforcement learning representation transfer
Transfer learning problems are typically framed as leveraging knowledge learned on a source task to improve learning on a related, but different, target task. Current transfer met...
Matthew E. Taylor, Peter Stone
CORR
2006
Springer
101views Education» more  CORR 2006»
15 years 14 days ago
Metric State Space Reinforcement Learning for a Vision-Capable Mobile Robot
We address the problem of autonomously learning controllers for visioncapable mobile robots. We extend McCallum's (1995) Nearest-Sequence Memory algorithm to allow for genera...
Viktor Zhumatiy, Faustino J. Gomez, Marcus Hutter,...