Search Results - "Wiebe, Nathan"

Key questions for the quantum machine learner to ask themselves by Wiebe, Nathan

“…Within the last several years quantum machine learning (QML) has begun to mature; however, many open questions remain. Rather than review open questions, in…”
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Elucidating reaction mechanisms on quantum computers by Reiher, Markus, Wiebe, Nathan, Svore, Krysta M., Wecker, Dave, Troyer, Matthias

“…With rapid recent advances in quantum technology, we are close to the threshold of quantum devices whose computational powers can exceed those of classical…”
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Entanglement-Induced Barren Plateaus by Ortiz Marrero, Carlos, Kieferová, Mária, Wiebe, Nathan

“…We argue that an excess in entanglement between the visible and hidden units in a quantum neural network can hinder learning. In particular, we show that…”
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Theory of Trotter Error with Commutator Scaling by Childs, Andrew M., Su, Yuan, Tran, Minh C., Wiebe, Nathan, Zhu, Shuchen

“…The Lie-Trotter formula, together with its higher-order generalizations, provides a direct approach to decomposing the exponential of a sum of operators…”
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Quantum Algorithms for Simulating the Lattice Schwinger Model by Shaw, Alexander F., Lougovski, Pavel, Stryker, Jesse R., Wiebe, Nathan

“…The Schwinger model (quantum electrodynamics in 1+1 dimensions) is a testbed for the study of quantum gauge field theories. We give scalable, explicit digital…”
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Low-Depth Quantum Simulation of Materials by Babbush, Ryan, Wiebe, Nathan, McClean, Jarrod, McClain, James, Neven, Hartmut, Chan, Garnet Kin-Lic

“…Quantum simulation of the electronic structure problem is one of the most researched applications of quantum computing. The majority of quantum algorithms for…”
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Encoding Electronic Spectra in Quantum Circuits with Linear T Complexity by Babbush, Ryan, Gidney, Craig, Berry, Dominic W., Wiebe, Nathan, McClean, Jarrod, Paler, Alexandru, Fowler, Austin, Neven, Hartmut

“…We construct quantum circuits that exactly encode the spectra of correlated electron models up to errors from rotation synthesis. By invoking these circuits as…”
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Hamiltonian learning and certification using quantum resources by Wiebe, Nathan, Granade, Christopher, Ferrie, Christopher, Cory, D G

“…In recent years quantum simulation has made great strides, culminating in experiments that existing supercomputers cannot easily simulate. Although this raises…”
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Nearly Optimal Quantum Algorithm for Estimating Multiple Expectation Values by Huggins, William J, Wan, Kianna, McClean, Jarrod, O'Brien, Thomas E, Wiebe, Nathan, Babbush, Ryan

“…Many quantum algorithms involve the evaluation of expectation values. Optimal strategies for estimating a single expectation value are known, requiring a…”
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Fault-Tolerant Quantum Simulations of Chemistry in First Quantization by Su, Yuan, Berry, Dominic W., Wiebe, Nathan, Rubin, Nicholas, Babbush, Ryan

“…Quantum simulations of chemistry in first quantization offer some important advantages over approaches in second quantization including faster convergence to…”
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Robust online Hamiltonian learning by Granade, Christopher E, Ferrie, Christopher, Wiebe, Nathan, Cory, D G

“…In this work we combine two distinct machine learning methodologies, sequential Monte Carlo and Bayesian experimental design, and apply them to the problem of…”
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Efficient simulation scheme for a class of quantum optics experiments with non-negative Wigner representation by Veitch, Victor, Wiebe, Nathan, Ferrie, Christopher, Emerson, Joseph

“…We provide a scheme for efficient simulation of a broad class of quantum optics experiments. Our efficient simulation extends the continuous variable…”
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Even More Efficient Quantum Computations of Chemistry Through Tensor Hypercontraction by Lee, Joonho, Berry, Dominic W., Gidney, Craig, Huggins, William J., McClean, Jarrod R., Wiebe, Nathan, Babbush, Ryan

“…We describe quantum circuits with only O[over ~](N) Toffoli complexity that block encode the spectra of quantum chemistry Hamiltonians in a basis of N…”
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Efficient and noise resilient measurements for quantum chemistry on near-term quantum computers by Huggins, William J., McClean, Jarrod R., Rubin, Nicholas C., Jiang, Zhang, Wiebe, Nathan, Whaley, K. Birgitta, Babbush, Ryan

“…Variational algorithms are a promising paradigm for utilizing near-term quantum devices for modeling electronic states of molecular systems. However, previous…”
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Hybridized Methods for Quantum Simulation in the Interaction Picture by Rajput, Abhishek, Roggero, Alessandro, Wiebe, Nathan

“…Conventional methods of quantum simulation involve trade-offs that limit their applicability to specific contexts where their use is optimal. In particular,…”
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On the power of coherently controlled quantum adiabatic evolutions by Kieferová, Mária, Wiebe, Nathan

“…We provide a new approach to adiabatic state preparation that uses coherent control and measurement to average different adiabatic evolutions in ways that…”
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Composite Quantum Simulations by Hagan, Matthew, Wiebe, Nathan

“…In this paper we provide a framework for combining multiple quantum simulation methods, such as Trotter-Suzuki formulas and QDrift into a single Composite…”
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Floating point representations in quantum circuit synthesis by Wiebe, Nathan, Kliuchnikov, Vadym

“…We provide a non-deterministic quantum protocol that approximates the single qubit rotations Rx(2φ21φ22) using Rx(2φ1) and Rx(2φ2) and a constant number of…”
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Hardening quantum machine learning against adversaries by Wiebe, Nathan, Kumar, Ram Shankar Siva

“…Security of machine learning has begun to become a serious issue for present day applications. An important question remaining is whether emerging quantum…”
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Structured filtering by Granade, Christopher, Wiebe, Nathan

“…A major challenge facing existing sequential Monte Carlo methods for parameter estimation in physics stems from the inability of existing approaches to…”
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