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Muhammad Shafique

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#machine learning Preprint Oct 2026

QTestBench: A Test Framework for Evaluating LLM-Generated Quantum Code

Large language models (LLMs) have shown strong results in classical code generation and are increasingly used to write the unit tests that safeguard that code. Whether they can do the same for quantum software is less clear, because quantum programs are probabilistic, depend on numerical tolerances, and are judged by d...

Meriem Terki, Nouhaila Innan, Ming-Hao Shao et al. · 0 citations
Preprint Jul 2026

QuantumChain: Blockchain-Backed Quantum Federated Learning for Financial Fraud Detection

Financial fraud detection is challenged by decentralized data, severe class imbalance, and privacy constraints. This paper presents QuantumChain, a secure Quantum Federated Learning (QFL) framework that combines hybrid quantum-classical neural networks, encrypted federated aggregation, blockchain-based auditability, an...

Epameinondas Douros, Konstantinos Dalampekis, Nouhaila Innan et al. · 0 citations

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