Search Results - "SELVARAJAN, RAJA"
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1
Prime factorization using quantum variational imaginary time evolution
Published in Scientific reports (21-10-2021)“…The road to computing on quantum devices has been accelerated by the promises that come from using Shor’s algorithm to reduce the complexity of prime…”
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Journal Article -
2
Imaginary components of out-of-time-order correlator and information scrambling for navigating the learning landscape of a quantum machine learning model
Published in Physical review research (27-02-2023)“…We introduce and analytically illustrate that hitherto unexplored imaginary components of out-of-time order correlators can provide unprecedented insight into…”
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Journal Article -
3
Variational Quantum Circuits to Prepare Low Energy Symmetry States
Published in Symmetry (Basel) (01-03-2022)“…We explore how to build quantum circuits that compute the lowest energy state corresponding to a given Hamiltonian within a symmetry subspace by explicitly…”
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Journal Article -
4
Training Restricted Boltzmann Machines With a D-Wave Quantum Annealer
Published in Frontiers in physics (29-06-2021)“…Restricted Boltzmann Machine (RBM) is an energy-based, undirected graphical model. It is commonly used for unsupervised and supervised machine learning…”
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Journal Article -
5
Dimensionality Reduction with Variational Encoders Based on Subsystem Purification
Published in Mathematics (Basel) (01-11-2023)“…Efficient methods for encoding and compression are likely to pave the way toward the problem of efficient trainability on higher-dimensional Hilbert spaces,…”
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Journal Article -
6
Hamiltonian Learning from Time Dynamics Using Variational Algorithms
Published in The journal of physical chemistry. A, Molecules, spectroscopy, kinetics, environment, & general theory (13-04-2023)“…The Hamiltonian of a quantum system governs the dynamics of the system via the Schrodinger equation. In this paper, the Hamiltonian is reconstructed in the…”
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Journal Article -
7
A Peptide in a Pill - Oral Semaglutide in the Management of Type 2 Diabetes
Published in Diabetes, metabolic syndrome and obesity (01-01-2023)“…T2DM (type 2 diabetes mellitus) is a chronic and progressive illness with high morbidity and death rates. Oral semaglutide (Rybelsus®) is a combination of…”
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Journal Article -
8
An Observational Study on Glycemic Outcomes, Lifestyle and Psychosocial Health of Patients With Diabetes During Covid-19 Lockdown From Bangalore
Published in Journal of the Endocrine Society (03-05-2021)“…Background and Aims: Lockdown during the COVID-19 pandemic imposed many restrictions on the public. Loss of continuum of care along with improper lifestyle was…”
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Journal Article -
9
Psitrum: An open source simulator for universal quantum computers
Published in IET quantum communication (08-07-2024)“…Quantum computing is a radical new paradigm for a technology that is capable to revolutionise information processing. Simulators of universal quantum computer…”
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Journal Article -
10
Training a Quantum Annealing Based Restricted Boltzmann Machine on Cybersecurity Data
Published in IEEE transactions on emerging topics in computational intelligence (01-06-2022)“…A restricted Boltzmann machine (RBM) is a generative model that could be used in effectively balancing a cybersecurity dataset because the synthetic data a RBM…”
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Journal Article -
11
1128-P: Prevalence of Obstructive Sleep Apnea in T2DM
Published in Diabetes (New York, N.Y.) (01-06-2022)“…Prevalence of Obstructive Sleep Apnea (OSA) is reported as 23% in T2DM. OSA and T2DM share a bidirectional relationship, the effects of which are exacerbated…”
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Journal Article -
12
Variational quantum circuits to prepare low energy symmetry states
Published 23-12-2021“…We explore how to build quantum circuits that compute the lowest energy state corresponding to a given Hamiltonian within a Symmetry subspace by explicitly…”
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Journal Article -
13
Imaginary components of out-of-time correlators and information scrambling for navigating the learning landscape of a quantum machine learning model
Published 15-01-2023“…Phys. Rev. Research, 2023 We introduce and analytically illustrate that hitherto unexplored imaginary components of out-of-time correlators can provide…”
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Journal Article -
14
Dimensionality reduction with variational encoders based on subsystem purification
Published 20-09-2022“…Efficient methods for encoding and compression are likely to pave way towards the problem of efficient trainability on higher dimensional Hilbert spaces…”
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Journal Article -
15
Hamiltonian learning from time dynamics using variational algorithms
Published 28-12-2022“…The Hamiltonian of a quantum system governs the dynamics of the system via the Schrodinger equation. In this paper, the Hamiltonian is reconstructed in the…”
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Journal Article -
16
Psitrum and Universal Simulation of Quantum Computers
Published in 2022 IEEE International Conference on Quantum Computing and Engineering (QCE) (01-09-2022)“…Quantum computation is a radical new candidate for a technology that is capable to make a paradigm shift in information processing. However, current promising…”
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Conference Proceeding -
17
Psitrum: An Open Source Simulator for Universal Quantum Computers
Published 14-03-2022“…Quantum computing is a radical new paradigm for a technology that is capable to revolutionize information processing. Simulators of universal quantum computer…”
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Journal Article -
18
Quantum Machine Learning for Chemistry and Physics
Published 19-07-2022“…Chem. Soc. Rev., 2022 Machine learning (ML) has emerged into formidable force for identifying hidden but pertinent patterns within a given data set with the…”
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Journal Article -
19
Prime Factorization Using Quantum Variational Imaginary Time Evolution
Published 19-07-2021“…The road to computing on quantum devices has been accelerated by the promises that come from using Shor's algorithm to reduce the complexity of prime…”
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Journal Article -
20
Training a quantum annealing based restricted Boltzmann machine on cybersecurity data
Published 16-04-2021“…V. Dixit et al., "Training a Quantum Annealing Based Restricted Boltzmann Machine on Cybersecurity Data," in IEEE Transactions on Emerging Topics in…”
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Journal Article