13 citations · 15 across the 5 of their papers we have counts for
8 papers
Energy Saving in 5G and Beyond Networks: A Quantum Reinforcement Learning Approach
Muhammad Usman, Nguyen Van Huynh, Marianna Lezzi +1
Energy saving has become a critical challenge in 5G and beyond networks. The rapid growth of connected devices has increased the overall network energy demand, driving operational…
Quantum Reinforcement Learning for Cost and Delay Tradeoffs in Quantum Cloud Orchestration
An N. H. Phan, Dang Van Huynh, Muhammad Usman +1
Quantum cloud computing, delivered through the quantum-as-a-service (QaaS) model, provides access to quantum computing resources. However, applying uniform time-based pricing acros…
QBugLM: An Agentic Benchmarking Framework for LLM-based Quantum Software Debugging
An B. B. Pham, Hoa T. Nguyen, Muhammad Usman
Quantum software bugs often yield silent, incorrect outputs rather than explicit errors, making them particularly difficult to detect and repair with conventional techniques. Altho…
QFOR: A Fidelity-aware Orchestrator for Quantum Computing Environments using Deep Reinforcement Learning
Hoa T. Nguyen, Muhammad Usman, Rajkumar Buyya
Quantum cloud computing enables remote access to quantum processors, yet the heterogeneity and noise of available quantum hardware create significant challenges for efficient resou…
Quantum Serverless Paradigm and Application Development using the QFaaS Framework
Hoa T. Nguyen, Bui Binh An Pham, Muhammad Usman +1
Quantum computing has the potential to solve complex problems beyond the capabilities of classical computers. However, its practical use is currently limited due to early-stage qua…
DRLQ: A Deep Reinforcement Learning-based Task Placement for Quantum Cloud Computing
Hoa T. Nguyen, Muhammad Usman, Rajkumar Buyya
The quantum cloud computing paradigm presents unique challenges in task placement due to the dynamic and heterogeneous nature of quantum computation resources. Traditional heuristi…
QSimPy: A Learning-centric Simulation Framework for Quantum Cloud Resource Management
Hoa T. Nguyen, Muhammad Usman, Rajkumar Buyya
Quantum cloud computing is an emerging computing paradigm that allows seamless access to quantum hardware as cloud-based services. However, effective use of quantum resources is ch…
Quantum Cloud Computing: A Review, Open Problems, and Future Directions
Hoa T. Nguyen, Prabhakar Krishnan, Dilip Krishnaswamy +2
Quantum cloud computing is an emerging paradigm of computing that empowers quantum applications and their deployment on quantum computing resources without the need for a specializ…