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09/08/2021
Entangled Datasets for Quantum Machine Learning
High-quality, large-scale datasets have played a crucial role in the dev...
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09/02/2021
Can Error Mitigation Improve Trainability of Noisy Variational Quantum Algorithms?
Variational Quantum Algorithms (VQAs) are widely viewed as the best hope...
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08/23/2021
Adaptive shot allocation for fast convergence in variational quantum algorithms
Variational Quantum Algorithms (VQAs) are a promising approach for pract...
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04/12/2021
Equivalence of quantum barren plateaus to cost concentration and narrow gorges
Optimizing parameterized quantum circuits (PQCs) is the leading approach...
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02/08/2021
Long-time simulations with high fidelity on quantum hardware
Moderate-size quantum computers are now publicly accessible over the clo...
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12/16/2020
Variational Quantum Algorithms
Applications such as simulating large quantum systems or solving large-s...
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11/24/2020
Effect of barren plateaus on gradient-free optimization
Barren plateau landscapes correspond to gradients that vanish exponentia...
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11/17/2020