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We propose a model of a learning agent whose interaction with the environment is governed by a simulation-based projection, which allows the agent to project itself into future situations before it takes real action.
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Quantum Mechanics helps in searching for a needle in a haystack
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Reinforcement learning
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Reinforcement learning with hierarchies of machines
Parr, R and Russell, S · 1998
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Understanding intelligence
Pfeiffer, Rolf & Scheier, Christian · 1999
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Towards a Cognitive Robotics
Clark, Andy. & Grush, Rick · 1999
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Between MDPs and semi-MDPs: A Framework for Temporal Abstraction in Reinforcement Learning
Sutton, R.S., Precup, D., Singh, S · 1999
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Quantum computation and quantum information,
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Hierarchical reinforcement learning with the MAXQ value function decomposition
Dietterich, T. G · 2000
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Use your illusion: Sensorimotor Self-simulation allows complex agents to plan with incomplete self-knowledge
Vaughan, R. & and Zuluaga, M · 2006
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A sensorimotor map: Modulating lateral interactions for anticipation and planning
Toussaint, M · 2006
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Quantum walks, quantum gates, and quantum computers
Hines, A. P. & Stamp, P.C.E., · 2007
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Bio-inspired artificial intelligence : theories, methods, and technologies
Floreano, Dario & Mattiussi, Claudio · 2008
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Episodic Simulation of Future Events: Concepts, Data, and Applications
Schacter, Daniel L., Addis, Donna Rose & Buckner, Randy L · 2008
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Dyna-style planning with linear function approximation and prioritized sweeping
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Godsil, Chris & Royle, Gordon · 2001
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Aharonov, Dorit; Ambainis, Andris; Kempe, Julia & Vazirani, Umesh · 2001
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Episodic and semantic memory
Tulving, Endel · 2002
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Hesslow, Germund · 2002
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Ormoneit, D. & Sen, S · 2002
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Russel, Stuart J. & Norvig, Peter · 2003
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Sutton, R. S., Szepesvari, Cs., Geramifard, A. & Bowling, M · 2008
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Quantum states and phases in driven open quatum systems with cold atoms
Diehl, Sebastian et al · 2008
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Quantum Measurement and Control
Wiseman, H. M. & Milburn, G. J · 2009
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Self-Organizing Sensorimotor Maps Plus Internal Motivations Yield Animal-Like Behavior
Butz, Martin V., Shirinov, Elshad & Reif Kevin L · 2010
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Attracting a fly’s attention
Heisenberg, Martin, et al · 2010
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A Rydberg quantum simulator
Weimer, Hendrik, et al · 2010
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How we remember. Brain mechanisms of episodic memory
Hasselmo, Michael E., · 2011
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Attracting the attention of a fly
Sareen, Preeti S.; Wolf, Reinhard; & Heisenberg, Martin · 2011
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An open-system quantum simulator with trapped ions
Barreiro J.T. et al · 2011
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On creative machines and the physical origins of freedom
Briegel, Hans J · 2012
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Mautner, J., Makmal, A., et al. , unpublished manuscript (2012)
2012
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