Publications : Machine Learning

Projective simulation with generalization

Scientific Reports 7, 14430 (2017)
Alexey A. Melnikov, Adi Makmal, Vedran Dunjko, Hans J. Briegel
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Active learning machine learns to create new quantum experiments

Proceedings of the National Academy of Sciences 115 (6), 1221–1226 (2018)
Alexey A. Melnikov, Hendrik Poulsen Nautrup, Mario Krenn, Vedran Dunjko, Markus Tiersch, Anton Zeilinger, Hans J. Briegel
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Meta-learning within projective simulation

IEEE Access 4, 2110–2122 (2016)
Adi Makmal, Alexey A. Melnikov, Vedran Dunjko, Hans J. Briegel
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Projective simulation applied to the grid-world and the mountain-car problem

Artificial Intelligence Research 3 (3), 24-34 (2014)
Alexey A. Melnikov, Adi Makmal, Hans J. Briegel
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Benchmarking projective simulation in navigation problems

IEEE Access 6, 64639-64648 (2018)
Alexey A. Melnikov, Adi Makmal, Hans J. Briegel
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