activity
20052023
most citedQuantum Machine Learning

4.7k citations · 16.5k across the 115 of their papers we have counts for

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Showing 2012 · quant-phShow all

6 papers · 2 filters

quant-ph2012★ 20 cited

Product Formulas for Exponentials of Commutators

Andrew M. Childs, Nathan Wiebe

We provide a recursive method for constructing product formula approximations to exponentials of commutators, giving the first approximations that are accurate to arbitrarily high…

quant-ph2012★ 85 cited

Efficient simulation scheme for a class of quantum optics experiments with non-negative Wigner representation

Victor Veitch, Nathan Wiebe, Christopher Ferrie +1

We provide a scheme for efficient simulation of a broad class of quantum optics experiments. Our efficient simulation extends the continuous variable Gottesman-Knill theorem to a l…

quant-ph2012★ 28 cited

Information-theoretic equilibration: the appearance of irreversibility under complex quantum dynamics

Cozmin Ududec, Nathan Wiebe, Joseph Emerson

The question of how irreversibility can emerge as a generic phenomena when the underlying mechanical theory is reversible has been a long-standing fundamental problem for both clas…

quant-ph2012★ 212 cited

Robust Online Hamiltonian Learning

Christopher E. Granade, Christopher Ferrie, Nathan Wiebe +1

In this work we combine two distinct machine learning methodologies, sequential Monte Carlo and Bayesian experimental design, and apply them to the problem of inferring the dynamic…

quant-ph2012★ 543 cited

Quantum Data Fitting

Nathan Wiebe, Daniel Braun, Seth Lloyd

We provide a new quantum algorithm that efficiently determines the quality of a least-squares fit over an exponentially large data set by building upon an algorithm for solving sys…

quant-ph2012★ 114 cited

Hamiltonian Simulation Using Linear Combinations of Unitary Operations

Andrew M. Childs, Nathan Wiebe

We present a new approach to simulating Hamiltonian dynamics based on implementing linear combinations of unitary operations rather than products of unitary operations. The resulti…