Quantum graph transformers

This invention describes a computer system that uses quantum mechanics to understand and process information structured as graphs, like networks. It works by converting graph data into a quantum state, then uses a special quantum circuit to learn patterns, and finally optimizes its settings based on measurements and feedback. The claims specifically detail that this learning involves creating a quantum graph state using basic quantum operations (like Hadamard gates) on quantum bits, and then processing it through a variable quantum circuit.