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 Escaping from the Barren Plateau via Gaussian Initializations in Deep Variational Quantum CircuitsNeural Information Processing Systems (NeurIPS), 2022 |
 MG-Net: Learn to Customize QAOA with Circuit Depth AwarenessNeural Information Processing Systems (NeurIPS), 2024 |
 Statistical Analysis of Quantum State Learning Process in Quantum Neural
NetworksNeural Information Processing Systems (NeurIPS), 2023 |
 Analyzing Convergence in Quantum Neural Networks: Deviations from Neural
Tangent KernelsInternational Conference on Machine Learning (ICML), 2023 |
 Scalable Variational Quantum Circuits for Autoencoder-based Drug
DiscoveryDesign, Automation and Test in Europe (DATE), 2021 |
 Graph neural network initialisation of quantum approximate optimisationQuantum (Quantum), 2021 |
 Non-trivial symmetries in quantum landscapes and their resilience to
quantum noiseQuantum (Quantum), 2020 |
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