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Variational Quantum Architectures for Linear Algebra Applications
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- 1 Intro
- 2 Outline
- 3 Noisy intermediate-scale quantum (NISQ) era
- 4 Variational quantum architectures
- 5 Variational Quantum Linear Solver
- 6 VQLS: optimization
- 7 VOLS: Cost functions
- 8 Operational meaning
- 9 Example: scaling
- 10 Example: simulations
- 11 Example: Rigetti's quantum computer
- 12 Context: Hadronic collisions at the LHC
- 13 What is a generative adversarial network (GAN)?
- 14 Training procedure
- 15 Hybrid approach for a qGAN
- 16 Style-based quantum generator
- 17 Validation: 10 Gamma distribution
- 18 Simulation with actual LHC data
- 19 Results on IBM Q Hardware
- 20 Testing different architectures: results
