Abstract: A method of training a deep reinforcement learning model for autonomous control of a machine, such as autonomous vehicles, the model being configured to output, by a policy network, an agent action in response to input of state information and a value function, the agent action representing a control signal for the machine. The method comprises minimizing a loss function of the policy network; wherein the loss function of the policy network comprises an autonomous guidance component and a human guidance component (human intervention); and wherein the autonomous guidance component is zero when the state information is indicative of a human input signal.

Abstract: An apparatus for facilitating electromagnetic wave resonator tuning is disclosed, including first, second, and third spaced apart resonator portions, the second portion disposed between the first and third to form an electromagnetic wave resonator having a resonant frequency, wherein the first and second portions define a first volume therebetween and the second and third define a second volume therebetween, a first actuator coupled to the first portion, the second, or both, the first actuator configured to adjust a width of the first volume, and a second actuator coupled to the second portion, the third, or both, the second actuator configured to adjust a width of the second volume, wherein the actuators are configured to decrease the widths of the first and second volumes or increase the widths of the first and second volumes to adjust the resonant frequency of the resonator. Other apparatuses, methods, and systems are also disclosed.

Abstract: An architecture for fault-tolerant universal quantum computation is suited for matter qubits, such as donor qubits in silicon, coupled by a network of photonic interconnects. The basic operational building blocks are local measurements and unitaries, plus an entangling measurement of non-local Pauli operators. 3D graph states created by applying deterministic entangling measurements to pairs of qubits in knitting and fusion processes to yield resource states for one way computing. The deterministic entangling measurements are facilitated by configuring the network with active switches to allow single photons to interact with pairs of matter qubits.

Abstract: An apparatus for facilitating electromagnetic wave resonator tuning is disclosed, including first, second, and third spaced apart resonator portions, the second portion disposed between the first and third to form an electromagnetic wave resonator having a resonant frequency, wherein the first and second portions define a first volume therebetween and the second and third define a second volume therebetween, a first actuator coupled to the first portion, the second, or both, the first actuator configured to adjust a width of the first volume, and a second actuator coupled to the second portion, the third, or both, the second actuator configured to adjust a width of the second volume, wherein the actuators are configured to decrease the widths of the first and second volumes or increase the widths of the first and second volumes to adjust the resonant frequency of the resonator. Other apparatuses, methods, and systems are also disclosed.