Publications

    2026

  • Fentaw, Haftu W; Campbell, Steve; Caton, Simon, 2026, "Adaptive Reinforcement Learning for Robust Open Quantum System Control: A Multi-Task Framework with Temporal Optimization", arXiv preprint, Link: https://arxiv.org/pdf/2605.26925

  • Sankar, Namasi G; Miliotis, Georgios; Caton, Simon, 2026, "Towards High Performance Quantum Computing (HPQ): Parallelisation of the Hamiltonian Auto Decomposition Optimisation Framework (HADOF)", arXiv preprint, Link: https://arxiv.org/pdf/2604.27836

  • G Sankar, Namasi; Miliotis, Georgios; Caton, Simon, 2026, "Scaling Quantum Optimisation Beyond Hardware Limits for Real-World Scientific Workloads: Genome Assembly on Current Quantum Hardware", bioRxiv, Link: https://www.biorxiv.org/content/10.64898/2026.09.04.749434v1.full.pdf

    • 2025

  • Sankar, Namasi G; Miliotis, Georgios; Caton, Simon, 2025, "Scalable Quantum Optimisation using HADOF: Hamiltonian Auto-Decomposition Optimisation Framework", arXiv preprint, Link: https://arxiv.org/pdf/2510.02926

  • Fentaw, Haftu W; Campbell, Steve; Caton, Simon, 2025, "Exploring quantum control landscape and solution space complexity through optimization algorithms and dimensionality reduction", Scientific Reports, vol. 15, no. 1, pp. 14605 DOI:10.1038/s41598-025-95161-0

  • Selig, Patrick; Murphy, Niall; Redmond, David; Caton, Simon, 2025, "On the Challenges of Quantum Circuit Encoding Using Deep and Reinforcement Learning", IEEE Access, vol. 13, pp. 75220-75234 DOI:10.1109/ACCESS.2025.3564392

    • 2023

  • Selig, Patrick; Murphy, Niall; Redmond, David; Caton, Simon, 2023, "Deepqprep: Neural network augmented search for quantum state preparation", IEEE Access, vol. 11, pp. 76388-76402 DOI:10.1109/ACCESS.2023.3296802

    • 2021

  • Selig, Patrick; Murphy, Niall; Sundareswaran, Ashwin; Redmond, David; Caton, Simon, 2021, "A case for noisy shallow gate-based circuits in quantum machine learning", 2021 International Conference on Rebooting Computing (ICRC), pp. 24-34 DOI:10.1109/ICRC53822.2021.00015