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quant-ph2024
Mitigating exponential concentration in covariant quantum kernels for subspace and real-world data
Gabriele Agliardi, Giorgio Cortiana, Anton Dekusar +6
Fidelity quantum kernels have shown promise in classification tasks, particularly when a group structure in the data can be identified and exploited through a covariant feature map…
quant-ph2024
Conditions for a quadratic quantum speedup in nonlinear transforms with applications to energy contract pricing
Gabriele Agliardi, Corey O'Meara, Kavitha Yogaraj +8
Computing nonlinear functions over multilinear forms is a general problem with applications in risk analysis. For instance in the domain of energy economics, accurate and timely ri…