Ring-Topology Quantum Convolution
Ring topology uses even and shifted odd qubit pairs with a periodic boundary condition. The QCNN convolution layer uses a two-qubit block with six shared parameters. Quantum pooling uses a unitary folding-based approach to avoid mid-circui…
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Ring topology uses even and shifted odd qubit pairs with a periodic boundary condition. The QCNN convolution layer uses a two-qubit block with six shared parameters. Quantum pooling uses a unitary folding-based approach to avoid mid-circuit measurement limitations on NISQ devices. After pooling, only target qubits remain active. CNOT gates create entanglement in the two-qubit convolution block.