Nouhaila Innan

46 papers B 3C 1Misc 2Journal 39Unranked 1

Year	Rank	Type	Title / Venue / Authors
2026	J	`jnl`	Comparative performance analysis of quantum machine learning architectures for credit card fraud detection. Appl. Intell. Mansour El Alami, Nouhaila Innan, Muhammad Shafique, Mohamed Bennai
2026	J	`jnl`	KASPER: Kolmogorov Arnold Networks for Stock Prediction and Explainable Regimes. Trans. Mach. Learn. Res. Vidhi Oad, Param Pathak, Nouhaila Innan, Shalini Devendrababu, Muhammad Shafique
2026	J	`jnl`	Quantum vs. Classical Machine Learning: A Benchmark Study for Financial Prediction. CoRR Rehan Ahmad, Muhammad Kashif, Nouhaila Innan, Muhammad Shafique
2025	J	`jnl`	A Privacy-Preserving Federated Framework with Hybrid Quantum-Enhanced Learning for Financial Fraud Detection. CoRR Abhishek Sawaika, Swetang Krishna, Tushar Tomar, Durga Pritam Suggisetti, Aditi Lal, Tanmaya Shrivastav, Nouhaila Innan, Muhammad Shafique
2025	J	`jnl`	Benchmarking VQE Configurations: Architectures, Initializations, and Optimizers for Silicon Ground State Energy. CoRR Zakaria Boutakka, Nouhaila Innan, Muhammad Shafique, Mohamed Bennai, Zoubida Sakhi
2025	J	`jnl`	FAQNAS: FLOPs-aware Hybrid Quantum Neural Architecture Search using Genetic Algorithm. CoRR Muhammad Kashif, Shaf Khalid, Alberto Marchisio, Nouhaila Innan, Muhammad Shafique
2025	J	`jnl`	Graph-Based Bayesian Optimization for Quantum Circuit Architecture Search with Uncertainty Calibrated Surrogates. CoRR Prashant Kumar Choudhary, Nouhaila Innan, Muhammad Shafique, Rajeev Singh
2025	J	`jnl`	HQNN-FSP: A Hybrid Classical-Quantum Neural Network for Regression-Based Financial Stock Market Prediction. CoRR Prashant Kumar Choudhary, Nouhaila Innan, Muhammed Shafique, Rajeev Singh
2025	J	`jnl`	IQNN-CS: Interpretable Quantum Neural Network for Credit Scoring. CoRR Abdul Samad Khan, Nouhaila Innan, Aeysha Khalique, Muhammad Shafique
2025	J	`jnl`	KASPER: Kolmogorov Arnold Networks for Stock Prediction and Explainable Regimes. CoRR Vidhi Oad, Param Pathak, Nouhaila Innan, Shalini D, Muhammad Shafique
2025	B	`conf`	MQFL-FHE: Multimodal Quantum Federated Learning Framework with Fully Homomorphic Encryption. IJCNN Siddhant Dutta, Nouhaila Innan, Sadok Ben Yahia, Muhammad Shafique, David E. Bernal Neira
2025	C	`conf`	Next-Generation Quantum Neural Networks: Enhancing Efficiency, Security, and Privacy. IOLTS Nouhaila Innan, Muhammad Kashif, Alberto Marchisio, Mohamed Bennai, Muhammad Shafique
2025	J	`jnl`	Optimizing Low-Energy Carbon IIoT Systems With Quantum Algorithms: Performance Evaluation and Noise Robustness. IEEE Internet Things J. Kshitij Dave, Nouhaila Innan, Bikash K. Behera, Shahid Mumtaz, Saif Al-Kuwari, Ahmed Farouk
2025	J	`jnl`	PennyCoder: Efficient Domain-Specific LLMs for PennyLane-Based Quantum Code Generation. CoRR Abdul Basit, Minghao Shao, Muhammad Haider Asif, Nouhaila Innan, Muhammad Kashif, Alberto Marchisio, Muhammad Shafique
2025	J	`jnl`	PennyLang: Pioneering LLM-Based Quantum Code Generation with a Novel PennyLane-Centric Dataset. CoRR Haider Asif, Abdul Basit, Nouhaila Innan, Muhammad Kashif, Alberto Marchisio, Muhammad Shafique
2025	J	`jnl`	QFAL: Quantum Federated Adversarial Learning. CoRR Walid El Maouaki, Nouhaila Innan, Alberto Marchisio, Taoufik Said, Mohamed Bennai, Muhammad Shafique
2025	—	`conf`	QFNN-FFD: Quantum Federated Neural Network for Financial Fraud Detection. QSW Nouhaila Innan, Alberto Marchisio, Mohamed Bennai, Muhammad Shafique
2025	J	`jnl`	QHackBench: Benchmarking Large Language Models for Quantum Code Generation Using PennyLane Hackathon Challenges. CoRR Abdul Basit, Minghao Shao, Haider Asif, Nouhaila Innan, Muhammad Kashif, Alberto Marchisio, Muhammad Shafique
2025	J	`jnl`	QNN-VRCS: A Quantum Neural Network for Vehicle Road Cooperation Systems. IEEE Trans. Intell. Transp. Syst. Nouhaila Innan, Bikash K. Behera, Saif Al-Kuwari, Ahmed Farouk
2025	J	`jnl`	QUIET-SR: Quantum Image Enhancement Transformer for Single Image Super-Resolution. CoRR Siddhant Dutta, Nouhaila Innan, Khadijeh Najafi, Sadok Ben Yahia, Muhammad Shafique
2025	B	`conf`	Quantum Bayesian Networks for Machine Learning in Oil-Spill Detection. IJCNN Owais Ishtiaq Siddiqui, Nouhaila Innan, Alberto Marchisio, Mohamed Bennai, Muhammad Shafique
2025	J	`jnl`	Quantum Computing Research in the Arab World. Commun. ACM Nouhaila Innan, Mohamed Bennai, Muhammad Shafique, Moustafa Youssef
2025	J	`jnl`	RobQFL: Robust Quantum Federated Learning in Adversarial Environment. CoRR Walid El Maouaki, Nouhaila Innan, Alberto Marchisio, Taoufik Said, Muhammad Shafique, Mohamed Bennai
2024	J	`jnl`	AQ-PINNs: Attention-Enhanced Quantum Physics-Informed Neural Networks for Carbon-Efficient Climate Modeling. CoRR Siddhant Dutta, Nouhaila Innan, Sadok Ben Yahia, Muhammad Shafique
2024	J	`jnl`	Comparative Performance Analysis of Quantum Machine Learning Architectures for Credit Card Fraud Detection. CoRR Mansour El Alami, Nouhaila Innan, Muhammad Shafique, Mohamed Bennai
2024	J	`jnl`	FL-QDSNNs: Federated Learning with Quantum Dynamic Spiking Neural Networks. CoRR Nouhaila Innan, Alberto Marchisio, Muhammad Shafique
2024	B	`conf`	FedQNN: Federated Learning using Quantum Neural Networks. IJCNN Nouhaila Innan, Muhammad Al-Zafar Khan, Alberto Marchisio, Muhammad Shafique, Mohamed Bennai
2024	J	`jnl`	FedQNN: Federated Learning using Quantum Neural Networks. CoRR Nouhaila Innan, Muhammad Al-Zafar Khan, Alberto Marchisio, Muhammad Shafique, Mohamed Bennai
2024	J	`jnl`	Federated Learning with Quantum Computing and Fully Homomorphic Encryption: A Novel Computing Paradigm Shift in Privacy-Preserving ML. CoRR Siddhant Dutta, Pavana P. Karanth, Pedro Maciel Xavier, Iago Leal de Freitas, Nouhaila Innan, Sadok Ben Yahia, Muhammad Shafique, David E. Bernal Neira
2024	J	`jnl`	Financial fraud detection using quantum graph neural networks. Quantum Mach. Intell. Nouhaila Innan, Abhishek Sawaika, Ashim Dhor, Siddhant Dutta, Sairupa Thota, Husayn Gokal, Nandan Patel, Muhammad Al-Zafar Khan, Ioannis Theodonis, Mohamed Bennai
2024	J	`jnl`	LEP-QNN: Loan Eligibility Prediction Using Quantum Neural Networks. CoRR Nouhaila Innan, Alberto Marchisio, Mohamed Bennai, Muhammad Shafique
2024	J	`jnl`	MQFL-FHE: Multimodal Quantum Federated Learning Framework with Fully Homomorphic Encryption. CoRR Siddhant Dutta, Nouhaila Innan, Sadok Ben Yahia, Muhammad Shafique, David Esteban Bernal Neira
2024	Misc	`conf`	QADQN: Quantum Attention Deep Q-Network for Financial Market Prediction. QCE Siddhant Dutta, Nouhaila Innan, Alberto Marchisio, Sadok Ben Yahia, Muhammad Shafique
2024	J	`jnl`	QADQN: Quantum Attention Deep Q-Network for Financial Market Prediction. CoRR Siddhant Dutta, Nouhaila Innan, Alberto Marchisio, Sadok Ben Yahia, Muhammad Shafique
2024	J	`jnl`	QFNN-FFD: Quantum Federated Neural Network for Financial Fraud Detection. CoRR Nouhaila Innan, Alberto Marchisio, Muhammad Shafique, Mohamed Bennai
2024	Misc	`conf`	Quantum Clustering for Cybersecurity. QCE Walid El Maouaki, Nouhaila Innan, Alberto Marchisio, Taoufik Said, Mohamed Bennai, Muhammad Shafique
2024	J	`jnl`	Quantum Clustering for Cybersecurity. CoRR Walid El Maouaki, Nouhaila Innan, Alberto Marchisio, Taoufik Said, Mohamed Bennai, Muhammad Shafique
2024	J	`jnl`	Quantum state tomography using quantum machine learning. Quantum Mach. Intell. Nouhaila Innan, Owais Ishtiaq Siddiqui, Shivang Arora, Tamojit Ghosh, Yasemin Poyraz Koçak, Dominic Paragas, Abdullah Al Omar Galib, Muhammad Al-Zafar Khan, Mohamed Bennai
2024	J	`jnl`	SentiQNF: A Novel Approach to Sentiment Analysis Using Quantum Algorithms and Neuro-Fuzzy Systems. CoRR Kshitij Dave, Nouhaila Innan, Bikash K. Behera, Zahid Mumtaz, Saif Al-Kuwari, Ahmed Farouk
2023	J	`jnl`	Classical-to-Quantum Sequence Encoding in Genomics. CoRR Nouhaila Innan, Muhammad Al-Zafar Khan
2023	J	`jnl`	Enhancing Quantum Support Vector Machines through Variational Kernel Training. CoRR Nouhaila Innan, Muhammad Al-Zafar Khan, Biswaranjan Panda, Mohamed Bennai
2023	J	`jnl`	Enhancing quantum support vector machines through variational kernel training. Quantum Inf. Process. Nouhaila Innan, Muhammad Al-Zafar Khan, Biswaranjan Panda, Mohamed Bennai
2023	J	`jnl`	Financial Fraud Detection using Quantum Graph Neural Networks. CoRR Nouhaila Innan, Abhishek Sawaika, Ashim Dhor, Siddhant Dutta, Sairupa Thota, Husayn Gokal, Nandan Patel, Muhammad Al-Zafar Khan, Ioannis Theodonis, Mohamed Bennai
2023	J	`jnl`	Financial Fraud Detection: A Comparative Study of Quantum Machine Learning Models. CoRR Nouhaila Innan, Muhammad Al-Zafar Khan, Mohamed Bennai
2023	J	`jnl`	Quantum State Tomography using Quantum Machine Learning. CoRR Nouhaila Innan, Owais Ishtiaq Siddiqui, Shivang Arora, Tamojit Ghosh, Yasemin Poyraz Koçak, Dominic Paragas, Abdullah Al Omar Galib, Muhammad Al-Zafar Khan, Mohamed Bennai
2023	J	`jnl`	Simulation of a Variational Quantum Perceptron using Grover's Algorithm. CoRR Nouhaila Innan, Mohamed Bennai