A systematic QUBO construction via ReLU expansion and binary sign-bit encoding for Gaussian mixture, RBF kernel, and ReLU-network surrogates, enabling quantum-annealing-based black-box optimization.
We com- pare their costs, such as the number of auxiliary variables a nd that of penalty terms as shown in Table II
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Systematic and Efficient Construction of Quadratic Unconstrained Binary Optimization Forms for High-order and Dense Interactions
A systematic QUBO construction via ReLU expansion and binary sign-bit encoding for Gaussian mixture, RBF kernel, and ReLU-network surrogates, enabling quantum-annealing-based black-box optimization.