Search Results for author: Joseph M. Lukens

Found 6 papers, 0 papers with code

SMC Is All You Need: Parallel Strong Scaling

no code implementations9 Feb 2024 Xinzhu Liang, Sanjaya Lohani, Joseph M. Lukens, Brian T. Kirby, Thomas A. Searles, Kody J. H. Law

In the general framework of Bayesian inference, the target distribution can only be evaluated up-to a constant of proportionality.

Bayesian Inference

Demonstration of machine-learning-enhanced Bayesian quantum state estimation

no code implementations15 Dec 2022 Sanjaya Lohani, Joseph M. Lukens, Atiyya A. Davis, Amirali Khannejad, Sangita Regmi, Daniel E. Jones, Ryan T. Glasser, Thomas A. Searles, Brian T. Kirby

Machine learning (ML) has found broad applicability in quantum information science in topics as diverse as experimental design, state classification, and even studies on quantum foundations.

Experimental Design Quantum State Tomography +1

Dimension-adaptive machine-learning-based quantum state reconstruction

no code implementations11 May 2022 Sanjaya Lohani, Sangita Regmi, Joseph M. Lukens, Ryan T. Glasser, Thomas A. Searles, Brian T. Kirby

We introduce an approach for performing quantum state reconstruction on systems of $n$ qubits using a machine-learning-based reconstruction system trained exclusively on $m$ qubits, where $m\geq n$.

BIG-bench Machine Learning

Data-Centric Machine Learning in Quantum Information Science

no code implementations22 Jan 2022 Sanjaya Lohani, Joseph M. Lukens, Ryan T. Glasser, Thomas A. Searles, Brian T. Kirby

We propose a series of data-centric heuristics for improving the performance of machine learning systems when applied to problems in quantum information science.

BIG-bench Machine Learning

Improving application performance with biased distributions of quantum states

no code implementations15 Jul 2021 Sanjaya Lohani, Joseph M. Lukens, Daniel E. Jones, Thomas A. Searles, Ryan T. Glasser, Brian T. Kirby

We consider the properties of a specific distribution of mixed quantum states of arbitrary dimension that can be biased towards a specific mean purity.

Quantum State Tomography

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