Search Results for author: Jens Clausen

Found 2 papers, 0 papers with code

On the convergence of projective-simulation-based reinforcement learning in Markov decision processes

no code implementations25 Oct 2019 Walter L. Boyajian, Jens Clausen, Lea M. Trenkwalder, Vedran Dunjko, Hans J. Briegel

Specifically, we prove that one version of the projective simulation model, understood as a reinforcement learning approach, converges to optimal behavior in a large class of Markov decision processes.

reinforcement-learning Reinforcement Learning (RL)

Quantum machine learning with glow for episodic tasks and decision games

no code implementations27 Jan 2016 Jens Clausen, Hans J. Briegel

We consider a general class of models, where a reinforcement learning (RL) agent learns from cyclic interactions with an external environment via classical signals.

BIG-bench Machine Learning Quantum Machine Learning +1

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