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20192025
most citedLearning to regularize with a variational autoencoder for hydrologic inverse analysis

6 citations · 6 across the 4 of their papers we have counts for

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9 papers · 1 filter

quant-ph2025

Block encoding the 3D heterogeneous Poisson equation with application to fracture flow

Austin Pechan, John Golden, Daniel O'Malley

Quantum linear system (QLS) algorithms offer the potential to solve large-scale linear systems exponentially faster than classical methods. However, applying QLS algorithms to real…

quant-ph2024

Trainability Barriers in Low-Depth QAOA Landscapes

Joel Rajakumar, John Golden, Andreas Bärtschi +1

The Quantum Alternating Operator Ansatz (QAOA) is a prominent variational quantum algorithm for solving combinatorial optimization problems. Its effectiveness depends on identifyin…

quant-ph2023

JuliQAOA: Fast, Flexible QAOA Simulation

John Golden, Andreas Bärtschi, Daniel O'Malley +2

We introduce JuliQAOA, a simulation package specifically built for the Quantum Alternating Operator Ansatz (QAOA). JuliQAOA does not require a circuit-level description of QAOA pro…

quant-ph2023

Hierarchical Multigrid Ansatz for Variational Quantum Algorithms

Christo Meriwether Keller, Stephan Eidenbenz, Andreas Bärtschi +3

Quantum computing is an emerging topic in engineering that promises to enhance supercomputing using fundamental physics. In the near term, the best candidate algorithms for achievi…

quant-ph2023

Scaling Whole-Chip QAOA for Higher-Order Ising Spin Glass Models on Heavy-Hex Graphs

Elijah Pelofske, Andreas Bärtschi, Lukasz Cincio +2

We show through numerical simulation that the Quantum Approximate Optimization Algorithm (QAOA) for higher-order, random-coefficient, heavy-hex compatible spin glass Ising models h…

quant-ph2023

Addressing Quantum's "Fine Print": State Preparation and Information Extraction for Quantum Algorithms and Geologic Fracture Networks

Jessie M. Henderson, John Kath, John K. Golden +2

Quantum algorithms provide an exponential speedup for solving certain classes of linear systems, including those that model geologic fracture flow. However, this revolutionary gain…