Hardware Specific problem agnostic ansatze Inputs: - Description of hardware - qubits - gates - connections // later - fidelities - Targets // first - Expressibility - Entanglement // for later - Noise Treshold - Parameters (maximal) Process: - cost function - should have - expressibility - entanglement // for later - Noise Treshold - Parameters (maximal) - method - MCTS - ML - RL - ?? - Bayesian - Differentiable circuits? Outputs: - QML kernels - best Expressibility - best entanglement - best noise - least parameters - most balanced Benchmark: - look into other papers - QAS papers - Hardware efficient ansatze papers - (2506.21161)