Publications

If you use Projective Simulation in your work (in particular academic publications), the appropriate way to acknowledge the authors who created it is by citing the pertinent publication. If you just need a general reference for projective simulation, the seminal paper is

Hans J. Briegel & Gemma De las Cuevas, Projective simulation for artificial intelligence, Sci. Rep. 2, 400 (2012).

If you are using code that implements specific features or applications, you can find the relevant references inside the docstring; or try the search function:

List of publications on projective simulation

2018

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

Benchmarking projective simulation in navigation problems Journal Article

arXiv:1804.08607, 2018.

Links | BibTeX

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.

Links | BibTeX

2017

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

Projective simulation with generalization Journal Article

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

Links | BibTeX

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

Modelling collective motion based on the principle of agency Journal Article

arXiv:1712.01334, 2017.

Links | BibTeX

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.

Links | BibTeX

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.

Links | BibTeX

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.

Links | BibTeX

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.

Links | BibTeX

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.

Links | BibTeX

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

Quantum-enhanced machine learning Journal Article

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

Links | BibTeX

2015

Briegel, Hans J; Müller, Thomas

A chance for attributable agency Journal Article

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

Links | BibTeX

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.

Links | BibTeX

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.

Links | BibTeX

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.

Links | BibTeX

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

Coherent controlization using superconducting qubits Journal Article

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

Links | BibTeX

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.

Links | BibTeX

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.

Links | BibTeX

2012

Briegel, Hans J; De las Cuevas, Gemma

Projective simulation for artificial intelligence Journal Article

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

Links | BibTeX

PS features, as part of a larger architecture, also in