NI
Nouhaila Innan
quant-phcs.LGcs.AIcs.CRcs.ETcs.CLcs.CVcs.DCcs.NEcs.SE
On Valency
published · living versionsW_j4qkveet·v1 · currentpublished
Q-MALDetect: Quantum Image-Based Malware Detection and Adversarial Robustness Analysis
with Walid El Maouaki, Mohammad Izen, Alberto Marchisio, Muhammad Shafique
1 version
Preprints & journals
77 papers in the corpus · 2023–2026Q-MALDetect: Quantum Image-Based Malware Detection and Adversarial Robustness Analysis2610.26240v1 · Walid El Maouaki, Mohammad Izen, Nouhaila Innan et al.2026 · 0 citationsarXivon Valency
QIAP: A Quantum-Inspired Authentication Protocol with BB84-Based Channel Monitoring2610.16124v1 · Owais Ishtiaq Siddiqui, Nouhaila Innan, Hira Zaheer et al.2026 · 0 citationsarXiv
QBFF: Deep Quantum Bottleneck for Automatic Speaker Verification Anti-Spoofing2610.16390v1 · Anton Firc, Nouhaila Innan, Vojtech Stanek et al.2026 · 0 citationsarXiv
QTestBench: A Test Framework for Evaluating LLM-Generated Quantum Code2610.13811v1 · Meriem Terki, Nouhaila Innan, Minghao Shao et al.2026 · 0 citationsarXiv
Q-PhotoMarket: A Design Space Exploration Framework for Photonic Hybrid Quantum Neural Networks in Financial Market Prediction2610.09641v1 · Alberto Marchisio, Hanzalah Mohamed Siraj, Muhammad Kashif et al.2026 · 0 citationsarXiv
VoxelSynth3D: Interpretable Volumetric Image-Domain Metal Artifact Reduction with a Paired Synthetic CLINIC Benchmark2610.01512v2 · Amritesh Banerjee, Abdul Basit, Renil Renji Joseph et al.2026 · 0 citationsarXiv
QSTAR: Quantum Selective Transfer with Adaptive Routing2607.21411v1 · Saim Rehman, Nouhaila Innan, Muhammad Shafique2026 · 0 citationsarXiv
QuantumChain: Blockchain-Backed Quantum Federated Learning for Financial Fraud Detection2607.21449v1 · Epameinondas Douros, Konstantinos Dalampekis, Nouhaila Innan et al.2026 · 0 citationsarXiv
PN-QNN: Harnessing Physical Noise as a Native Regularizer in Photonic Hybrid Quantum Neural Networks2607.20045v1 · Farah Elnakhal, Alberto Marchisio, Nouhaila Innan et al.2026 · 0 citationsarXiv
VQCSim: When Does Compile-Once Statevector Simulation Beat Generic Quantum Frameworks?2607.11985v2 · Anton Firc, Martin Peres'ini, Vojtech Mr'azek et al.2026 · 0 citationsarXiv
MDQEC-QAS: Meta-Decoding for Quantum Error Correction with Hardware-Aware VQC Search and Confidence-Gated Recovery2607.10707v1 · Prashant Kumar Choudhary, Nouhaila Innan, Muhammad Shafique et al.2026 · 0 citationsarXiv
Quantum Reservoir Computing for Short-Term Power Load Forecasting in Resource-Constrained Energy Systems2606.12806v1 · Mansi Od, Param Pathak, Nouhaila Innan et al.2026 · 0 citationsarXiv
QPredSGG: Hybrid Quantum Predicate Learning for Long-Tailed Scene Graph Generation2606.04689v2 · Prerana Ramkumar, Nouhaila Innan, Muhammad Shafique2026 · 0 citationsarXiv
Game, Set, Quantum: Parameterized Quantum Circuit for Correlated Equilibrium in Bayesian Games2606.03109v2 · Param Pathak, Vidhi Oad, Nouhaila Innan et al.2026 · 0 citationsarXiv
EFaaS: A Quantum-Classical Serverless Entangled Scheduler for Hybrid Variational Algorithms2605.27540v2 · Abolfazl Younesi, Nouhaila Innan, Alberto Marchisio et al.2026 · 0 citationsarXiv
Meta-Quantum Ensemble Framework for Robust Network Intrusion Detection2605.28879v1 · Ritvik Bhatnagar, Nouhaila Innan, Angel Arul Jothi J. et al.2026 · 0 citationsarXiv
PennySynth: RAG-Driven Data Synthesis for Automated Quantum Code Generation2605.25572v2 · Minghao Shao, Nouhaila Innan, Hariharan Janardhanan et al.2026 · 0 citationsarXiv
Enhancing Blood Cells Classification using Hybrid Quantum Neural Networks2605.23324v3 · Guilherme Cruz, Nouhaila Innan, Alberto Marchisio et al.2026 · 0 citationsarXiv
A2QTGN: Adaptive Amplitude Quantum-Integrated Temporal Graph Network for Dynamic Link Prediction2605.21916v2 · Nouhaila Innan, M. Murali Karthick, Simeon Kandan Sonar et al.2026 · 0 citationsarXiv
Q-PhotoNAS: Hybrid Quantum Neural Architecture Search Framework on Photonic Devices2605.22097v2 · Farah Elnakhal, Alberto Marchisio, Nouhaila Innan et al.2026 · 0 citationsarXiv
Q-SpiRL: Quantum Spiking Reinforcement Learning for Adaptive Robot Navigation2605.20801v2 · Mohamed Khair Altrabulsi, Nouhaila Innan, Alberto Marchisio et al.2026 · 0 citationsarXiv
Q-SYNTH: Hybrid Quantum-Classical Adversarial Augmentation for Imbalanced Fraud Detection2605.21164v1 · Adam Innan, Mansour El Alami, Nouhaila Innan et al.2026 · 0 citationsarXiv
Towards Fair Benchmarking of Quantum Transfer Learning for Visual Classification2605.19417v2 · Nouhaila Innan, Saim Rehman, Muhammad Shafique2026 · 0 citationsarXiv
QLIF-CAST: Quantum Leaky-Integrate-and-Fire for Time-Series Weather Forecasting2605.18333v3 · Alberto Marchisio, Aayan Ebrahim, Nouhaila Innan et al.2026 · 0 citationsarXiv
Hybrid Quantum-Classical Neural Architecture Search2605.18345v1 · Alberto Marchisio, Muhammad Kashif, Nouhaila Innan et al.2026 · 0 citationsarXiv
HQTN-SER: Speech Emotion Recognition with Hybrid Quantum Tensor Networks2605.14523v2 · Mahad Mohtashim, Nouhaila Innan, Muhammad Shafique2026 · 0 citationsarXiv
Robustness Evaluation of Hybrid Quantum Neural Networks under Noise Models via System-Level Error Mitigation2604.17515v3 · Jesse Roberta Mingue Njiki, Nouhaila Innan, Alberto Marchisio et al.2026 · 0 citationsarXiv
GAT-QNN: Genetic Algorithm-Based Training of Hybrid Quantum Neural Networks2604.15048v1 · Tasnim Ahmed, Alberto Marchisio, Muhammad Kashif et al.2026 · 0 citations2026 International Joint Conference on Neural Networks (IJCNN), Maastricht, Netherlands, 2026, pp. 1-8
How Embeddings Shape Graph Neural Networks: Classical vs Quantum-Oriented Node Representations2604.15273v1 · Nouhaila Innan, Antonello Rosato, Alberto Marchisio et al.2026 · 0 citations2026 International Joint Conference on Neural Networks (IJCNN), Maastricht, Netherlands, 2026, pp. 1-6
Design Space Exploration of Hybrid Quantum Neural Networks for Chronic Kidney Disease2604.13608v1 · Muhammad Kashif, Hanzalah Mohamed Siraj, Nouhaila Innan et al.2026 · 0 citations2026 International Joint Conference on Neural Networks (IJCNN), Maastricht, Netherlands, 2026, pp. 1-8
SPATE: Spiking-Phase Adaptive Temporal Encoding for Quantum Machine Learning2604.11022v1 · Nouhaila Innan, Rachmad Vidya Wicaksana Putra, Muhammad Shafique2026 · 0 citations2026 International Joint Conference on Neural Networks (IJCNN), Maastricht, Netherlands, 2026, pp. 1-8
Scaling Laws for Hybrid Quantum Neural Networks: Depth, Width, and Quantum-Centric Diagnostics2604.06007v1 · Danil Vyskubov, Kirill Vyskubov, Nouhaila Innan et al.2026 · 0 citations2026 International Joint Conference on Neural Networks (IJCNN), Maastricht, Netherlands, 2026, pp. 1-8
Late Breaking Results: Hardware-Efficient Quantum Reservoir Computing via Quantized Readout2604.06075v1 · Param Pathak, Mansi Od, Nouhaila Innan et al.2026 · 0 citations2026. In Proceedings of the 63rd ACM/IEEE Design Automation Conference (DAC '26). ACM, New York, NY, USA, Article 213, 1-2
Quantum vs. Classical Machine Learning: A Benchmark Study for Financial Prediction2601.03802v1 · Rehan Ahmad, Muhammad Kashif, Nouhaila Innan et al.2026 · 0 citationsarXiv
FiD-QAE: A Fidelity-Driven Quantum Autoencoder for Credit Card Fraud Detection2512.12689v1 · Mansour El Alami, Adam Innan, Nouhaila Innan et al.2025 · 0 citationsarXiv
Investigating Different Barren Plateaus Mitigation Strategies in Variational Quantum Eigensolver2512.11171v1 · Mostafa Atallah, Nouhaila Innan, Muhammad Kashif et al.2025 · 1 citationarXiv
Graph-Based Bayesian Optimization for Quantum Circuit Architecture Search with Uncertainty Calibrated Surrogates2512.09586v2 · Prashant Kumar Choudhary, Nouhaila Innan, Muhammad Shafique et al.2025 · 0 citationsarXiv
FAQNAS: FLOPs-aware Hybrid Quantum Neural Architecture Search using Genetic Algorithm2511.10062v2 · Muhammad Kashif, Shaf Khalid, Alberto Marchisio et al.2025 · 1 citation2026 Design, Automation & Test in Europe Conference (DATE), Verona, Italy, 2026, pp. 1-7
Benchmarking VQE Configurations: Architectures, Initializations, and Optimizers for Silicon Ground State Energy2510.23171v1 · Zakaria Boutakka, Nouhaila Innan, Muhammed Shafique et al.2025 · 0 citationsarXiv
IQNN-CS: Interpretable Quantum Neural Network for Credit Scoring2510.15044v1 · Abdul Samad Khan, Nouhaila Innan, Aeysha Khalique et al.2025 · 1 citationarXiv
Evaluating Quantum Amplitude Estimation for Pricing Multi-Asset Basket Options2509.09432v1 · Muhammad Kashif, Shaf Khalid, Nouhaila Innan et al.2025 · 3 citationsarXiv
RobQFL: Robust Quantum Federated Learning in Adversarial Environment2509.04914v1 · Walid El Maouaki, Nouhaila Innan, Alberto Marchisio et al.2025 · 3 citations2025 IEEE International Conference on Quantum Artificial Intelligence (QAI), Naples, Italy, 2025, pp. 128-134
QUAV: Quantum-Assisted Path Planning and Optimization for UAV Navigation with Obstacle Avoidance2508.21361v1 · Nouhaila Innan, Muhammad Kashif, Alberto Marchisio et al.2025 · 3 citations2025 IEEE International Conference on Quantum Artificial Intelligence (QAI), Naples, Italy, 2025, pp. 208-215
CircuitHunt: Automated Quantum Circuit Screening for Superior Credit-Card Fraud Detection2508.21366v1 · Nouhaila Innan, Akshat Singh, Muhammad Shafique2025 · 0 citations2025 IEEE International Conference on Quantum Artificial Intelligence (QAI), Naples, Italy, 2025, pp. 432-438
Quantum Portfolio Optimization with Expert Analysis Evaluation2507.20532v1 · Nouhaila Innan, Ayesha Saleem, Alberto Marchisio et al.2025 · 6 citations2025 IEEE International Conference on Quantum Computing and Engineering (QCE), Albuquerque, NM, USA
Next-Generation Quantum Neural Networks: Enhancing Efficiency, Security, and Privacy2507.20537v1 · Nouhaila Innan, Muhammad Kashif, Alberto Marchisio et al.2025 · 19 citations2025 IEEE 31st International Symposium on On-Line Testing and Robust System Design (IOLTS), Ischia, Italy, 2025
KASPER: Kolmogorov Arnold Networks for Stock Prediction and Explainable Regimes2507.18983v1 · Vidhi Oad, Param Pathak, Nouhaila Innan et al.2025 · 1 citationarXiv
PennyCoder: Efficient Domain-Specific LLMs for PennyLane-Based Quantum Code Generation2507.19562v1 · Abdul Basit, Minghao Shao, Muhammad Haider Asif et al.2025 · 2 citations2025 IEEE International Conference on Quantum Computing and Engineering (QCE), Albuquerque, NM, USA
QAS-QTNs: Curriculum Reinforcement Learning-Driven Quantum Architecture Search for Quantum Tensor Networks2507.12013v1 · Siddhant Dutta, Nouhaila Innan, Sadok Ben Yahia et al.2025 · 1 citation2025 IEEE International Conference on Quantum Computing and Engineering (QCE), Albuquerque, NM, USA
A Privacy-Preserving Federated Framework with Hybrid Quantum-Enhanced Learning for Financial Fraud Detection2507.22908v1 · Abhishek Sawaika, Swetang Krishna, Tushar Tomar et al.2025 · 13 citations2025 IEEE International Conference on Quantum Computing and Engineering (QCE), Albuquerque, NM, USA
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