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quant-ph2025
Quantum feature-map learning with reduced resource overhead
Jonas Jäger, Philipp Elsässer, Elham Torabian
Current quantum computers require algorithms that use limited resources economically. In quantum machine learning, success hinges on quantum feature-maps, which embed classical dat…
quant-ph2025
Equivalence between exponential concentration in quantum machine learning kernels and barren plateaus in variational algorithms
Pranav Kairon, Jonas Jäger, Roman V. Krems
We formalize a rigorous connection between barren plateaus (BP) in variational quantum algorithms and exponential concentration of quantum kernels for machine learning. Our results…