A/Prof M Usman
Honorary Principal Fellow
School of Physics
131 Scholarly works
4 Projects
HIGHLIGHTS
2026
Journal article
Adversarial robustness guarantees for quantum classifiers
DOI: 10.1038/s41534-025-01129-32026
Journal article
Geometric and quantum kernel methods for predicting skeletal muscle outcomes in experimental chronic obstructive pulmonary disease
DOI: 10.1038/s41598-026-65964-w2026
Journal article
Fast and noise-aware machine learning variational quantum eigensolver optimiser
DOI: 10.1088/2399-1984/ae9fa52026
Conference Proceedings
QBugLM: An Agentic Benchmarking Framework for LLM-based Quantum Software Debugging
DOI: 10.1109/qsw72780.2026.000282024
Research contracts (non-grants)
Crosstalk Attacks and Mitigation in Quantum Computing
2023
Research contracts (non-grants)
Quantum Compiler Development With Error Correction
2022
Research Contracts
Quantum Technology Challenge 2022
RECENT SCHOLARLY WORKS
2026
Journal article
Context-aware unit testing for quantum subroutines
DOI: 10.1088/2058-9565/ae629e2026
Journal article
Fully convolutional 3D neural network decoders for surface codes with syndrome circuit noise
DOI: 10.1088/2058-9565/ae5fc92026
Journal article
Variational quantum machine learning with quantum error detection
DOI: 10.1007/s42484-026-00347-y2026
Journal article
Quantum computing for smart grid
DOI: 10.1038/s44287-026-00295-62026
Journal article
QFOR: A Fidelity-aware Orchestrator for Quantum Computing Environments using Deep Reinforcement Learning
DOI: 10.1145/37998982026
Journal article
Almost fault-tolerant quantum machine learning with drastic overhead reduction
DOI: 10.1088/2058-9565/ae2157
RECENT PROJECTS
2020
Research Contracts
Army Quantum Technologies Exploration: Hybrid HPC-quantum Computing for Last-Mile Resupply Optimisation