All Stories

  1. HQNN-FSP: A hybrid classical-quantum neural network for regression-based financial stock market prediction

    Article • Quantum Machine Intelligence, April 2026, Springer Science + Business Media

    Dr. Nouhaila Innan

  2. FAQNAS: FLOPs-aware Hybrid Quantum Neural Architecture Search using Genetic Algorithm

    Article • April 2026, Institute of Electrical & Electronics Engineers (IEEE)

    Dr. Nouhaila Innan

  3. Comparative performance analysis of quantum machine learning architectures for credit card fraud detection

    Article • Applied Intelligence, February 2026, Springer Science + Business Media

    Dr. Nouhaila Innan

  4. Exploring quantum federated learning

    Article • January 2026, Elsevier

    Dr. Nouhaila Innan

  5. Quantum-enhanced decision-making in ACT-R

    Article • January 2026, Elsevier

    Dr. Nouhaila Innan

  6. IQNN-CS: Interpretable Quantum Neural Network for Credit Scoring

    Article • January 2026, Springer Science + Business Media

    Dr. Nouhaila Innan

  7. Q-PORT: Quantum Portfolio Optimization with Resource-Efficient Encoding and Scalability Analysis

    Article • January 2026, Springer Science + Business Media

    Dr. Nouhaila Innan

  8. Quantum Amplitude Estimation in Practice: A Case Study in Option Pricing

    Article • January 2026, Springer Science + Business Media

    Dr. Nouhaila Innan

  9. Quantum Neural Networks Under Threat: Modeling Security Risks and Attack Vectors

    Article • January 2026, Springer Science + Business Media

    Dr. Nouhaila Innan

  10. Evaluating Quantum Amplitude Estimation for Pricing Multi-Asset Basket Options

    Article • November 2025, Institute of Electrical & Electronics Engineers (IEEE)

    Dr. Nouhaila Innan

  11. FL-QDSNNs: Federated Learning with Quantum Dynamic Spiking Neural Networks

    Article • November 2025, Institute of Electrical & Electronics Engineers (IEEE)

    Dr. Nouhaila Innan

  12. RobQFL: Robust Quantum Federated Learning in Adversarial Environment

    Article • November 2025, Institute of Electrical & Electronics Engineers (IEEE)

    Dr. Nouhaila Innan

  13. QUAV: Quantum-Assisted Path Planning and Optimization for UAV Navigation with Obstacle Avoidance

    Article • November 2025, Institute of Electrical & Electronics Engineers (IEEE)

    Dr. Nouhaila Innan

  14. CircuitHunt: Automated Quantum Circuit Screening for Superior Credit-Card Fraud Detection

    Article • November 2025, Institute of Electrical & Electronics Engineers (IEEE)

    Dr. Nouhaila Innan

  15. QHackBench: Benchmarking Large Language Models for Quantum Code Generation Using PennyLane Hackathon Challenges

    Article • November 2025, Institute of Electrical & Electronics Engineers (IEEE)

    Dr. Nouhaila Innan

  16. Quantum Computing Research in the Arab World

    Article • Communications of the ACM, September 2025, ACM (Association for Computing Machinery)

    Moustafa Youssef, Dr. Nouhaila Innan

  17. LEP-QNN: Loan Eligibility Prediction Using Quantum Neural Networks

    Article • August 2025, Institute of Electrical & Electronics Engineers (IEEE)

    Dr. Nouhaila Innan

  18. Quantum Portfolio Optimization with Expert Analysis Evaluation

    Article • August 2025, Institute of Electrical & Electronics Engineers (IEEE)

    Dr. Nouhaila Innan

  19. QAS-QTNs: Curriculum Reinforcement Learning-Driven Quantum Architecture Search for Quantum Tensor Networks

    Article • August 2025, Institute of Electrical & Electronics Engineers (IEEE)

    Dr. Nouhaila Innan

  20. A Privacy-Preserving Federated Framework with Hybrid Quantum-Enhanced Learning for Financial Fraud Detection

    Article • August 2025, Institute of Electrical & Electronics Engineers (IEEE)

    Dr. Nouhaila Innan

  21. PennyCoder: Efficient Domain-Specific LLMs for PennyLane-Based Quantum Code Generation

    Article • August 2025, Institute of Electrical & Electronics Engineers (IEEE)

    Dr. Nouhaila Innan

  22. QFNN-FFD: Quantum Federated Neural Network for Financial Fraud Detection

    Article • July 2025, Institute of Electrical & Electronics Engineers (IEEE)

    Dr. Nouhaila Innan

  23. Next-Generation Quantum Neural Networks: Enhancing Efficiency, Security, and Privacy

    Article • July 2025, Institute of Electrical & Electronics Engineers (IEEE)

    Dr. Nouhaila Innan

  24. Quantum Bayesian Networks for Machine Learning in Oil-Spill Detection

    Article • June 2025, Institute of Electrical & Electronics Engineers (IEEE)

    Dr. Nouhaila Innan

  25. MQFL-FHE: Multimodal Quantum Federated Learning Framework with Fully Homomorphic Encryption

    Article • June 2025, Institute of Electrical & Electronics Engineers (IEEE)

    Dr. Nouhaila Innan

  26. Optimizing Low-Energy Carbon IIoT Systems With Quantum Algorithms: Performance Evaluation and Noise Robustness

    Article • IEEE Internet of Things Journal, January 2025, Institute of Electrical & Electronics Engineers (IEEE)

    Dr. Nouhaila Innan

  27. QNN-VRCS: A Quantum Neural Network for Vehicle Road Cooperation Systems

    Article • IEEE Transactions on Intelligent Transportation Systems, January 2025, Institute of Electrical & Electronics Engineers (IEEE)

    Dr. Nouhaila Innan

  28. SentiQNF: A Novel Approach to Sentiment Analysis Using Quantum Algorithms and Neuro-Fuzzy Systems

    Article • IEEE Transactions on Computational Social Systems, January 2025, Institute of Electrical & Electronics Engineers (IEEE)

    Dr. Nouhaila Innan

  29. Influencing Fair Lending Practices through the Mechanism of AI-in-the-Loop

    Article • December 2024, Taylor & Francis

    Dr. Nouhaila Innan

  30. QADQN: Quantum Attention Deep Q-Network for Financial Market Prediction

    Article • September 2024, Institute of Electrical & Electronics Engineers (IEEE)

    Dr. Nouhaila Innan

  31. Quantum Clustering for Cybersecurity

    Article • September 2024, Institute of Electrical & Electronics Engineers (IEEE)

    Dr. Nouhaila Innan

  32. Resource Allocation Optimization in 5G Networks Using Variational Quantum Regressor

    Article • July 2024, Institute of Electrical & Electronics Engineers (IEEE)

    Dr. Nouhaila Innan

  33. FedQNN: Federated Learning using Quantum Neural Networks

    Article • June 2024, Institute of Electrical & Electronics Engineers (IEEE)

    Dr. Nouhaila Innan

  34. Quantum state tomography using quantum machine learning

    Article • Quantum Machine Intelligence, May 2024, Springer Science + Business Media

    Dr. Nouhaila Innan

  35. Attracting Investment and Reducing Poverty in Africa Through AI Technologies

    Article • May 2024, Taylor & Francis

    Dr. Nouhaila Innan

  36. A variational quantum perceptron with Grover’s algorithm for efficient classification

    Article • Physica Scripta, April 2024, Institute of Physics Publishing

    Dr. Nouhaila Innan

  37. Quantum computing for electronic structure analysis: Ground state energy and molecular properties calculations

    Article • Materials Today Communications, March 2024, Elsevier

    Dr. Nouhaila Innan

  38. Financial fraud detection using quantum graph neural networks

    Article • Quantum Machine Intelligence, February 2024, Springer Science + Business Media

    Dr. Nouhaila Innan

  39. Financial fraud detection: A comparative study of quantum machine learning models

    Article • International Journal of Quantum Information, December 2023, World Scientific Pub Co Pte Lt

    Dr. Nouhaila Innan

  40. Elucidating Common Fallacies and Misconceptions Around LLMs

    Article • November 2023, MDPI AG

    Dr. Nouhaila Innan

  41. Elucidating Common Fallacies and Misconceptions Around LLMs

    Article • November 2023, MDPI AG

    Dr. Nouhaila Innan

  42. Enhancing quantum support vector machines through variational kernel training

    Article • Quantum Information Processing, October 2023, Springer Science + Business Media

    Dr. Nouhaila Innan