activity
20102026
most citedQuantum-enhanced machine learning

462 citations · 4.5k across the 108 of their papers we have counts for

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Showing 2015Show all

7 papers · 1 filter

quant-ph2015★ 80 cited

Experimental demonstration of kilometer-range quantum digital signatures

Ross James Donaldson, Robert John Collins, Klaudia Kleczkowska +6

We present an experimental realization of a quantum digital signature protocol which, together with a standard quantum key distribution link, increases transmission distance to kil…

quant-ph2015★ 12 cited

Framework for learning agents in quantum environments

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

In this paper we provide a broad framework for describing learning agents in general quantum environments. We analyze the types of classically specified environments which allow fo…

quant-ph2015★ 9 cited

On optimising quantum communication in verifiable quantum computing

Theodoros Kapourniotis, Vedran Dunjko, Elham Kashefi

In the absence of any efficient classical schemes for verifying a universal quantum computer, the importance of limiting the required quantum resources for this task has been highl…

cs.AI2015★ 43 cited

Projective simulation with generalization

Alexey A. Melnikov, Adi Makmal, Vedran Dunjko +1

The ability to generalize is an important feature of any intelligent agent. Not only because it may allow the agent to cope with large amounts of data, but also because in some env…

quant-ph2015★ 20 cited

Faster quantum mixing for slowly evolving sequences of Markov chains

Davide Orsucci, Hans J. Briegel, Vedran Dunjko

Markov chain methods are remarkably successful in computational physics, machine learning, and combinatorial optimization. The cost of such methods often reduces to the mixing time…

quant-ph2015

Quantum mixing of Markov chains for special distributions

Vedran Dunjko, Hans J. Briegel

The preparation of the stationary distribution of irreducible, time-reversible Markov chains is a fundamental building block in many heuristic approaches to algorithmically hard pr…

quant-ph2015★ 11 cited

Enhanced delegated computing using coherence

Stefanie Barz, Vedran Dunjko, Florian Schlederer +3

A long-standing question is whether it is possible to delegate computational tasks securely. Recently, both a classical and a quantum solution to this problem were found. Here, we…