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Author

Wael Al-Thohli

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5 papers indexed here

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#federated learning Open access Sep 2026

Parallel and Distributed Training of Variational Quantum Algorithms on NISQ Systems: A Systematic Review of Scaling, Noise, and Cost

Background: Parallel and distributed execution is proposed to relieve throughput, trainability and resource constraints in variational quantum algorithms (VQAs), but the label “parallel” covers physically and statistically different interventions. We assessed what has actually been measured on noisy intermediate-scale...

Wael Al-Thohli · 0 citations
#federated learning Open access Sep 2026

Parallel and Distributed Training of Variational Quantum Algorithms on NISQ Systems: A Systematic Review of Scaling, Noise, and Cost

Background: Parallel and distributed execution is proposed to relieve throughput, trainability and resource constraints in variational quantum algorithms (VQAs), but the label “parallel” covers physically and statistically different interventions. We assessed what has actually been measured on noisy intermediate-scale...

Wael Al-Thohli · 0 citations
#federated learning Open access Sep 2026

Parallel and Distributed Training of Variational Quantum Algorithms on NISQ Systems: A Systematic Review of Scaling, Noise, and Cost

Background: Parallel and distributed execution is proposed to relieve throughput, trainability and resource constraints in variational quantum algorithms (VQAs), but the label “parallel” covers physically and statistically different interventions. We assessed what has actually been measured on noisy intermediate-scale...

Wael Al-Thohli · 0 citations
#federated learning Open access Sep 2026

Parallel and Distributed Training of Variational Quantum Algorithms on NISQ Systems: A Systematic Review of Scaling, Noise, and Cost

Background: Parallel and distributed execution is proposed to relieve throughput, trainability and resource constraints in variational quantum algorithms (VQAs), but the label “parallel” covers physically and statistically different interventions. We assessed what has actually been measured on noisy intermediate-scale...

Wael Al-Thohli · 0 citations
#federated learning Open access Sep 2026

Parallel and Distributed Training of Variational Quantum Algorithms on NISQ Systems: A Systematic Review of Scaling, Noise, and Cost

Background: Parallel and distributed execution is proposed to relieve throughput, trainability and resource constraints in variational quantum algorithms (VQAs), but the label “parallel” covers physically and statistically different interventions. We assessed what has actually been measured on noisy intermediate-scale...

Wael Al-Thohli · 0 citations

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