Abstract: A software architecture where the software architecture processes a method, wherein the method includes defining initial conditions for a set of Büttiker probes. The set of Büttiker probes include various interaction equations between one or several many-body systems. The method includes computing properties of particles with quantum transport methods. A quantum transport method of the quantum transport methods include a set of Büttiker probes. The particles include the particles of one or several many-body systems. Further, the method includes calculating a current for each Büttiker probe of the set of Büttiker probes. The current includes at least one of momentum current, particle current, energy current, spin current, color charge or chirality current. The method includes setting up a set of continuity equations such that for each continuity equation a calculated current of a Büttiker probe is in a particular relation with an another calculated current of an another Büttiker probe.

Abstract: A method includes providing an artificial neural network comprising a compute-in-memory accelerator, the artificial neural network further comprising a hidden layer including a first plurality of artificial neurons; and training the artificial neural network using a bitwise modified rectified linear unit activation function for ones of the first plurality of artificial neurons, the bitwise modified rectified linear unit activation function comprising a bit activation function, which is configured to generate an output that is proportional to an input when the input is less than a critical threshold and configured to generate an output that is independent of the input when the input is greater than the critical threshold, wherein the input comprises a sum, across a second plurality of artificial neurons of a preceding layer of the artificial neural network having a plurality of weights associated therewith, respectively, of a product of an output from a respective one of the second plurality of artificial neur

Abstract: A software architecture where the software architecture processes a method, wherein the method includes defining initial conditions for a set of Büttiker probes. The set of Büttiker probes include various interaction equations between one or several many-body systems. The method includes computing properties of particles with quantum transport methods. A quantum transport method of the quantum transport methods include a set of Büttiker probes. The particles include the particles of one or several many-body systems. Further, the method includes calculating a current for each Büttiker probe of the set of Büttiker probes. The current includes at least one of momentum current, particle current, energy current, spin current, color charge or chirality current. The method includes setting up a set of continuity equations such that for each continuity equation a calculated current of a Büttiker probe is in a particular relation with an another calculated current of an another Büttiker probe.