A Case for Noisy Shallow Gate-based Circuits in Quantum Machine Learning. - Patrick Selig; Niall Murphy; Ashwin Sundareswaran R; David Redmond; Simon Caton (ICRC, 2021)

DeepQPrep: Neural Network Augmented Search for Quantum State Preparation. - Patrick Selig; Niall Murphy; David Redmond; Simon Caton (IEEE Access, 2023)

On the Challenges of Quantum Circuit Encoding Using Deep and Reinforcement Learning. - Patrick Selig; Niall Murphy; David Redmond; Simon Caton (IEEE Access, 2025)