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quant-ph2026
Evaluating Quantum Kernel Methods for Track-Based Classification in High-Energy Physics
Emmanuel Billias, Nikos Chrisochoides
We present a systematic design for large-scale quantum kernel classification, demonstrated through a quantum support vector classifier (QSVC) for particle-track classification usin…
quant-ph2025
A Hybrid Quantum-Classical Framework for Utility-Scale Edge Detection of Real-World Medical and Geospatial Data
Emmanuel Billias, David Calano, Nikos Chrisochoides
We present a hybrid quantum-classical framework designed to achieve utility-scale performance for Quantum Hadamard Edge Detection (QHED) on Noisy Intermediate-Scale Quantum (NISQ)…