AM
Alberto Marchisio
cs.LGquant-phcs.AIcs.NEcs.CRcs.ARstat.MLcs.CVcs.ROcs.ET
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, Nouhaila Innan, Muhammad Shafique
1 version
Preprints & journals
90 papers in the corpus · 2018–2026Q-MALDetect: Quantum Image-Based Malware Detection and Adversarial Robustness Analysis2610.26240v1 · Walid El Maouaki, Mohammad Izen, Nouhaila Innan et al.2026 · 0 citationsarXivon Valency
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
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
PSViT: A Methodology for Structurally Pruning Spiking Vision Transformers2606.03257v1 · Rachmad Vidya Wicaksana Putra, Achyuta Muthuvelan, Alberto Marchisio et al.2026 · 0 citationsarXiv
PrimeSVT: An Automated Memory-aware Pruning Framework with Prioritized Compression Policy for Spiking Vision Transformers2606.03428v1 · Rachmad Vidya Wicaksana Putra, Achyuta Muthuvelan, Alberto Marchisio 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
PennySynth: RAG-Driven Data Synthesis for Automated Quantum Code Generation2605.25572v2 · Minghao Shao, Nouhaila Innan, Hariharan Janardhanan et al.2026 · 0 citationsarXiv
Q-LEAK: Quantum-Based LEAKage Verification for Side-Channel Countermeasures2605.25728v2 · Walid El Maouaki, Alberto Marchisio, Muhammad Shafique2026 · 0 citationsarXiv
QGCL: Quantum-Guided Clause Learning for Cryptanalytic SAT2605.25756v1 · Walid El Maouaki, Alberto Marchisio, Muhammad Shafique2026 · 0 citationsarXiv
Enhancing Blood Cells Classification using Hybrid Quantum Neural Networks2605.23324v3 · Guilherme Cruz, Nouhaila Innan, Alberto Marchisio 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
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
Focus Session: Hardware and Software Techniques for Accelerating Multimodal Foundation Models2604.21952v1 · Muhammad Shafique, Abdul Basit, Muhammad Abdullah Hanif et al.2026 · 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
TRAPTI: Time-Resolved Analysis for SRAM Banking and Power Gating Optimization in Embedded Transformer Inference2604.06955v1 · Jan Klhufek, Alberto Marchisio, Vojtech Mrazek et al.2026 · 0 citationsarXiv
QNAS: A Neural Architecture Search Framework for Accurate and Efficient Quantum Neural Networks2604.07013v1 · Kooshan Maleki, Alberto Marchisio, Muhammad Shafique2026 · 0 citationsarXiv
Closing the Loop: Resource-aware Hybrid NAS Guided by Analytical and Hardware-Calibrated Quantum Cost Modeling2603.00625v1 · Muhammad Kashif, Alberto Marchisio, Muhammad Shafique2026 · 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
A comparative analysis and noise robustness evaluation in quantum neural networks.41022971 · Ahmed, Tasnim, Kashif, Muhammad, Marchisio, Alberto et al.2025 · 21 citationsScientific reports. 2025;15(1):33654
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
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
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
Neuromorphic Computing for Embodied Intelligence in Autonomous Systems: Current Trends, Challenges, and Future Directions2507.18139v1 · Alberto Marchisio, Muhammad Shafique2025 · 4 citationsarXiv
QHackBench: Benchmarking Large Language Models for Quantum Code Generation Using PennyLane Hackathon Challenges2506.20008v2 · Abdul Basit, Minghao Shao, Muhammad Haider Asif et al.2025 · 3 citations2025 IEEE International Conference on Quantum Artificial Intelligence (QAI), Naples, Italy, 2025, pp. 316-322
SpyKing-Privacy-preserving framework for Spiking Neural Networks.40520505 · Nikfam, Farzad, Marchisio, Alberto, Martina, Maurizio et al.2025 · 1 citationFrontiers in neuroscience. 2025;19:1551143
Noisy HQNNs: A Comprehensive Analysis of Noise Robustness in Hybrid Quantum Neural Networks2505.03378v1 · Tasnim Ahmed, Alberto Marchisio, Muhammad Kashif et al.2025 · 6 citationsarXiv
A PennyLane-Centric Dataset to Enhance LLM-based Quantum Code Generation using RAG2503.02497v4 · Abdul Basit, Nouhaila Innan, Muhammad Haider Asif et al.2025 · 0 citations2026 International Joint Conference on Neural Networks (IJCNN), Maastricht, Netherlands, 2026, pp. 1-8
QFAL: Quantum Federated Adversarial Learning2502.21171v1 · Walid El Maouaki, Nouhaila Innan, Alberto Marchisio et al.2025 · 0 citationsarXiv
MoENAS: Mixture-of-Expert based Neural Architecture Search for jointly Accurate, Fair, and Robust Edge Deep Neural Networks2502.07422v1 · Lotfi Abdelkrim Mecharbat, Alberto Marchisio, Muhammad Shafique et al.2025 · 0 citationsarXiv
Quantum Neural Networks: A Comparative Analysis and Noise Robustness Evaluation2501.14412v1 · Tasnim Ahmed, Muhammad Kashif, Alberto Marchisio et al.2025 · 3 citationsarXiv
Quantum Bayesian Networks for Machine Learning in Oil-Spill Detection2412.19843v2 · Owais Ishtiaq Siddiqui, Nouhaila Innan, Alberto Marchisio et al.2024 · 5 citations2025 International Joint Conference on Neural Networks (IJCNN), Rome, Italy, 2025
Cutting is All You Need: Execution of Large-Scale Quantum Neural Networks on Limited-Qubit Devices2412.04844v2 · Alberto Marchisio, Emman Sychiuco, Muhammad Kashif et al.2024 · 4 citationsarXiv
Computational Advantage in Hybrid Quantum Neural Networks: Myth or Reality?2412.04991v3 · Muhammad Kashif, Alberto Marchisio, Muhammad Shafique2024 · 19 citationsarXiv
LEP-QNN: Loan Eligibility Prediction using Quantum Neural Networks2412.03158v2 · Nouhaila Innan, Alberto Marchisio, Mohamed Bennai et al.2024 · 15 citations2025 IEEE International Conference on Quantum Computing and Engineering (QCE), Albuquerque, NM, USA
FL-QDSNNs: Federated Learning with Quantum Dynamic Spiking Neural Networks2412.02293v2 · Nouhaila Innan, Alberto Marchisio, Muhammad Shafique2024 · 1 citation2025 IEEE International Conference on Quantum Artificial Intelligence (QAI), Naples, Italy, 2025, pp. 113-119
Designing Robust Quantum Neural Networks via Optimized Circuit Metrics2411.11870v2 · Walid El Maouaki, Alberto Marchisio, Taoufik Said et al.2024 · 10 citationsAdv Quantum Technol. 2025, 2400601
QADQN: Quantum Attention Deep Q-Network for Financial Market Prediction2408.03088v1 · Siddhant Dutta, Nouhaila Innan, Alberto Marchisio et al.2024 · 30 citations2024 IEEE International Conference on Quantum Computing and Engineering (QCE)
Quantum Clustering for Cybersecurity2408.02314v1 · Walid El Maouaki, Nouhaila Innan, Alberto Marchisio et al.2024 · 15 citations2024 IEEE International Conference on Quantum Computing and Engineering (QCE)
PO-QA: A Framework for Portfolio Optimization using Quantum Algorithms2407.19857v1 · Kamila Zaman, Alberto Marchisio, Muhammad Kashif et al.2024 · 12 citationsarXiv
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