Muhammad Usman

Publication Activity (10 Years)

Years Active: 2020-2024
Publications (10 Years): 20

Top Topics

Quantum Computing

Systematic Review

Future Directions

Reinforcement Learning

Top Venues

Softw. Pract. Exp.

Mach. Learn. Sci. Technol.

Future Gener. Comput. Syst.

Publications

Neil Dowling, Maxwell T. West, Angus Southwell, Azar C. Nakhl, Martin Sevior, Muhammad Usman, Kavan Modi
Adversarial Robustness Guarantees for Quantum Classifiers. CoRR (2024)
Hoa T. Nguyen, Muhammad Usman, Rajkumar Buyya
QSimPy: A Learning-centric Simulation Framework for Quantum Cloud Resource Management. CoRR (2024)
Hoa T. Nguyen, Prabhakar Krishnan, Dilip Krishnaswamy, Muhammad Usman, Rajkumar Buyya
Quantum Cloud Computing: A Review, Open Problems, and Future Directions. CoRR (2024)
Hoa T. Nguyen, Bui Binh An Pham, Muhammad Usman, Rajkumar Buyya
Quantum Serverless Paradigm and Application Development using the QFaaS Framework. CoRR (2024)
Hoa T. Nguyen, Muhammad Usman, Rajkumar Buyya
QFaaS: A Serverless Function-as-a-Service framework for Quantum computing. Future Gener. Comput. Syst. 154 (2024)
Hoa T. Nguyen, Muhammad Usman, Rajkumar Buyya
iQuantum: A toolkit for modeling and simulation of quantum computing environments. Softw. Pract. Exp. 54 (6) (2024)
Hoa T. Nguyen, Muhammad Usman, Rajkumar Buyya
DRLQ: A Deep Reinforcement Learning-based Task Placement for Quantum Cloud Computing. CoRR (2024)
Maxwell T. West, Shu Lok Tsang, Jia Shun Low, Charles D. Hill, Christopher Leckie, Lloyd C. L. Hollenberg, Sarah M. Erfani, Muhammad Usman
Towards quantum enhanced adversarial robustness in machine learning. CoRR (2023)
Spiro Gicev, Lloyd C. L. Hollenberg, Muhammad Usman
A scalable and fast artificial neural network syndrome decoder for surface codes. Quantum 7 (2023)
Maxwell T. West, Martin Sevior, Muhammad Usman
Reflection equivariant quantum neural networks for enhanced image classification. Mach. Learn. Sci. Technol. 4 (3) (2023)
Hoa T. Nguyen, Muhammad Usman, Rajkumar Buyya
iQuantum: A Case for Modeling and Simulation of Quantum Computing Environments. CoRR (2023)
Maxwell T. West, Shu Lok Tsang, Jia Shun Low, Charles D. Hill, Christopher Leckie, Lloyd C. L. Hollenberg, Sarah M. Erfani, Muhammad Usman
Towards quantum enhanced adversarial robustness in machine learning. Nat. Mac. Intell. 5 (6) (2023)
Hoa T. Nguyen, Muhammad Usman, Rajkumar Buyya
iQuantum: A Case for Modeling and Simulation of Quantum Computing Environments. QSW (2023)
Pei-Yong Wang, Muhammad Usman, Udaya Parampalli, Lloyd C. L. Hollenberg, Casey R. Myers
Automated Quantum Circuit Design with Nested Monte Carlo Tree Search. CoRR (2022)
Maxwell T. West, Sarah M. Erfani, Christopher Leckie, Martin Sevior, Lloyd C. L. Hollenberg, Muhammad Usman
Benchmarking Adversarially Robust Quantum Machine Learning at Scale. CoRR (2022)
Sukhpal Singh Gill, Adarsh Kumar, Harvinder Singh, Manmeet Singh, Kamalpreet Kaur, Muhammad Usman, Rajkumar Buyya
Quantum computing: A taxonomy, systematic review and future directions. Softw. Pract. Exp. 52 (1) (2022)
Hoa T. Nguyen, Muhammad Usman, Rajkumar Buyya
QFaaS: A Serverless Function-as-a-Service Framework for Quantum Computing. CoRR (2022)
Shu Lok Tsang, Maxwell T. West, Sarah M. Erfani, Muhammad Usman
Hybrid Quantum-Classical Generative Adversarial Network for High Resolution Image Generation. CoRR (2022)
Fanzhe Qu, Sarah M. Erfani, Muhammad Usman
Performance analysis of coreset selection for quantum implementation of K-Means clustering algorithm. CoRR (2022)
Sukhpal Singh Gill, Adarsh Kumar, Harvinder Singh, Manmeet Singh, Kamalpreet Kaur, Muhammad Usman, Rajkumar Buyya
Quantum Computing: A Taxonomy, Systematic Review and Future Directions. CoRR (2020)