462 citations · 4.5k across the 108 of their papers we have counts for
7 papers · 1 filter
Simple proof of confidentiality for private quantum channels in noisy environments
A. Pirker, M. Zwerger, V. Dunjko +2
Complete security proofs for quantum communication protocols can be notoriously involved, which convolutes their verification, and obfuscates the key physical insights the security…
Exponential improvements for quantum-accessible reinforcement learning
Vedran Dunjko, Yi-Kai Liu, Xingyao Wu +1
Quantum computers can offer dramatic improvements over classical devices for data analysis tasks such as prediction and classification. However, less is known about the advantages…
Machine learning \& artificial intelligence in the quantum domain
Vedran Dunjko, Hans J. Briegel
Quantum information technologies, and intelligent learning systems, are both emergent technologies that will likely have a transforming impact on our society. The respective underl…
Speeding-up the decision making of a learning agent using an ion trap quantum processor
Theeraphot Sriarunothai, Sabine Wölk, Gouri Shankar Giri +4
We report a proof-of-principle experimental demonstration of the quantum speed-up for learning agents utilizing a small-scale quantum information processor based on radiofrequency-…
Skill Learning by Autonomous Robotic Playing using Active Learning and Creativity
Simon Hangl, Vedran Dunjko, Hans J. Briegel +1
We treat the problem of autonomous acquisition of manipulation skills where problem-solving strategies are initially available only for a narrow range of situations. We propose to…
Active learning machine learns to create new quantum experiments
Alexey A. Melnikov, Hendrik Poulsen Nautrup, Mario Krenn +4
How useful can machine learning be in a quantum laboratory? Here we raise the question of the potential of intelligent machines in the context of scientific research. A major motiv…
Long-range big quantum-data transmission
M. Zwerger, A. Pirker, V. Dunjko +2
We introduce an alternative type of quantum repeater for long-range quantum communication with improved scaling with the distance. We show that by employing hashing, a deterministi…