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2018

Melnikov, Alexey A; Makmal, Adi; Briegel, Hans J

Benchmarking projective simulation in navigation problems Journal Article

arXiv:1804.08607, 2018.

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Melnikov, Alexey A; Poulsen Nautrup, Hendrik ; Krenn, Mario; Dunjko, Vedran; Tiersch, Markus; Zeilinger, Anton; Briegel, Hans J

Active learning machine learns to create new quantum experiments Journal Article

Proc. Natl. Acad. Sci. U.S.A., 115 (6), pp. 1221-1226, 2018.

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2017

Melnikov, Alexey A; Makmal, Adi; Dunjko, Vedran; Briegel, Hans J

Projective simulation with generalization Journal Article

Sci. Rep., 7 , pp. 14430, 2017.

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Ried, Katja; Müller, Thomas; Briegel, Hans J

Modelling collective motion based on the principle of agency Journal Article

arXiv:1712.01334, 2017.

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Hangl, Simon; Dunjko, Vedran; Briegel, Hans J; Piater, Justus

Skill learning by autonomous robotic playing using active learning and creativity Journal Article

arXiv:1706.08560, 2017.

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Dunjko, Vedran; Taylor, Jacob M; Briegel, Hans J

Advances in quantum reinforcement learning Inproceedings

In 2017 IEEE International Conference on Systems, Man, and Cybernetics (SMC), pp. 282-287, 2017.

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Sriarunothai, Theeraphot; Wölk, Sabine; Giri, Gouri Shankar; Friis, Nicolai; Dunjko, Vedran; Briegel, Hans J; Wunderlich, Christof

Speeding-up the decision making of a learning agent using an ion trap quantum processor Journal Article

arXiv:1709.01366, 2017.

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2016

Makmal, Adi; Melnikov, Alexey A; Dunjko, Vedran; Briegel, Hans J

Meta-learning within projective simulation Journal Article

IEEE Access, 4 , pp. 2110-2122, 2016.

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Hangl, Simon; Ugur, Emre; Szedmak, Sandor; Piater, Justus

Robotic playing for hierarchical complex skill learning Inproceedings

Proc. IEEE/RSJ Int. Conf. Intell. Robots Syst., pp. 2799-2804, 2016.

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Dunjko, Vedran; Taylor, Jacob M; Briegel, Hans J

Quantum-enhanced machine learning Journal Article

Phys. Rev. Lett., 117 , pp. 130501, 2016.

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2015

Briegel, Hans J; Müller, Thomas

A chance for attributable agency Journal Article

Minds Mach., 25 (3), pp. 261–279, 2015.

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Mautner, Julian; Makmal, Adi; Manzano, Daniel; Tiersch, Markus; Briegel, Hans J

Projective simulation for classical learning agents: a comprehensive investigation Journal Article

New Gener. Comput., 33 (1), pp. 69-114, 2015.

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Tiersch, Markus; Ganahl, Emanuel J; Briegel, Hans J

Adaptive quantum computation in changing environments using projective simulation Journal Article

Sci. Rep., 5 , pp. 12874, 2015.

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Dunjko, Vedran; Friis, Nicolai; Briegel, Hans J

Quantum-enhanced deliberation of learning agents using trapped ions Journal Article

New J. Phys., 17 (2), pp. 023006, 2015.

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Friis, Nicolai; Melnikov, Alexey A; Kirchmair, Gerhard; Briegel, Hans J

Coherent controlization using superconducting qubits Journal Article

Sci. Rep., 5 , pp. 18036, 2015.

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2014

Melnikov, Alexey A; Makmal, Adi; Briegel, Hans J

Projective simulation applied to the grid-world and the mountain-car problem Journal Article

arXiv:1405.5459, 2014.

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Paparo, Giuseppe Davide; Dunjko, Vedran; Makmal, Adi; Martin-Delgado, Miguel Angel; Briegel, Hans J

Quantum speed-up for active learning agents Journal Article

Phys. Rev. X, 4 , pp. 031002, 2014.

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2012

Briegel, Hans J; De las Cuevas, Gemma

Projective simulation for artificial intelligence Journal Article

Sci. Rep., 2 , pp. 400, 2012.

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