Abstract: An arithmetic apparatus according to an embodiment outputs a multiplicative value obtained by multiplying a weight value and an input value. The arithmetic apparatus includes a memristor, a logarithmic transform circuit, and a current-voltage converter circuit. The memristor is a device capable of changing voltage-current characteristic, and the memristor is preset to voltage-current characteristic according to the weight value. The logarithmic transform circuit applies an intermediate voltage, to the memristor, that is obtained by logarithmically transforming an input voltage according to the input value in accordance with a logarithmic transform function obtained by multiplying a natural logarithm function by a preset coefficient. The current-voltage converter circuit outputs an output voltage obtained by performing current-voltage conversion of current flowing through the memristor according to a preset linear function, as a multiplicative value.

Abstract: According to an embodiment, a neural network apparatus includes a plurality of neuron circuits, each including an integration circuit, a firing circuit, and a secondary battery. The integration circuit is configured to output an integral signal obtained by integrating input signals. The firing circuit is configured to generate, in accordance with the integral signal, a pulse signal to be transmitted to the neuron circuit provided at a subsequent layer. The secondary battery is configured to supply the firing circuit with drive electric power used for generating the pulse signal.

Abstract: According to an embodiment, a neural network apparatus includes cores, routers, a tree path, and a short-cut path. The cores are provided according to leaves in a tree structure, each core serving as a circuit that performs calculation or processing for part of elements of the neural network. The routers are provided according to nodes other than the leaves in the tree structure. The tree path connects the cores and the routers such that data is transferred along the tree structure. The short-cut path connects part of the routers such that data is transferred on a route differing from the tree path. The routers transmit data output from each core to any of the cores serving as a transmission destination on one of routes in the tree path and the short-cut path such that the calculation or the processing is performed according to a structure of the neural network.

Abstract: According to an embodiment, an operation apparatus includes a first neural network, a second neural network, an evaluation circuit, and a coefficient-updating circuit. The first neural network performs an operation in a first mode. The second neural network performs an operation in a second mode and has a same layer structure as the first neural network. The evaluation circuit evaluates an error of the operation of the first neural network in the first mode and evaluates an error of the operation of the second neural network in the second mode. The coefficient-updating circuit updates, in the first mode, coefficients set for the second neural network based on an evaluating result of the error of the operation of the first neural network, and updates, in the second mode, coefficients set for the first neural network based on an evaluating result of the error of the operation of the second neural network.

Abstract: Embodiments include apparatuses, methods, and systems for computer assisted or autonomous driving (CA/AD). An apparatus for CA/AD may include a sensor interface, a communication interface, and a driving strategy unit. The sensor interface may receive sensor data indicative of friction between a road surface of a current location of a CA/AD vehicle and one or more surfaces of one or more tires of the CA/AD vehicle. The communication interface may receive, from an external road surface condition data source, data indicative of friction for a surface of a road section ahead of the current location of the CA/AD vehicle. The driving strategy unit may determine, based at least in part on the sensor data and the data received from the external road surface condition data source, a driving strategy for the CA/AD vehicle beyond the current location of the CA/AD vehicle. Other embodiments may also be described and claimed.

Abstract: Particular embodiments described herein provide for an electronic device, that includes a first housing and a wireless charging stand. The first housing can include a display. The wireless charging stand can include a power receiving unit and is configured to wireless charge the electronic device and support the first housing at different viewing angles of the display.

Abstract: Various systems and methods for providing immersive gaming are provided herein. A portable computing system for providing an immersive experience comprises a display; a graphics unit to present the immersive experience to a user on the display; a communication subsystem to determine a resource level of a resource coupled to the portable computing system; wherein the graphics unit is to present a representation of the resource level to the user in the immersive experience; wherein the communication subsystem is to: detect that the resource was replaced with a replacement resource, the replacement caused by a real-world interaction with the resource by the user; and determine a replacement resource level of the replacement resource; and wherein the graphics unit is to present a representation of the replacement resource level in the immersive experience on the display.

Abstract: According to an embodiment, a neural network device includes: a plurality of cores each executing computation and processing of a partial component in a neural network; and a plurality of routers transmitting data output from each core to one of the plurality of cores such that computation and processing are executed according to structure of the neural network. Each of the plurality of cores outputs at least one of a forward data and a backward data propagated through the neural network in a forward direction and a backward direction, respectively. Each of the plurality of routers is included in one of a plurality of partial regions each being a forward region or a backward region. A router included in the forward region and a router included in the backward region transmit the forward data and the backward data to other routers in the same partial regions, respectively.

Abstract: According to an embodiment, a quantum annealing apparatus includes: an output unit acquiring and outputting components in a Z axis from a plurality of quantum bits in a quantum calculation; and an operation unit executes: a selecting process of selecting a first quantum bit, a second quantum bit and a third quantum bit, the second quantum bit and the third quantum bit being coupled in the quantum calculation unit; a first rotating operation of rotating each of the second quantum bit and the third quantum bit by 90° around a first axis perpendicular to the Z axis; an interaction operation of causing the first quantum bit and the second quantum bit to interact with each other; and a second rotating operation of rotating each of the second quantum bit and the third quantum bit by 90° around a second axis perpendicular to the Z axis and the first axis.

Abstract: Embodiments include apparatuses, methods, and systems for computer assisted or autonomous driving (CA/AD). An apparatus for CA/AD may include a sensor interface, a communication interface, and a driving strategy unit. The sensor interface may receive sensor data indicative of friction between a road surface of a current location of a CA/AD vehicle and one or more surfaces of one or more tires of the CA/AD vehicle. The communication interface may receive, from an external road surface condition data source, data indicative of friction for a surface of a road section ahead of the current location of the CA/AD vehicle. The driving strategy unit may determine, based at least in part on the sensor data and the data received from the external road surface condition data source, a driving strategy for the CA/AD vehicle beyond the current location of the CA/AD vehicle. Other embodiments may also be described and claimed.

Abstract: According to an embodiment, a synapse circuit includes: a buffer that changes an output signal to a second logical value at a timing when an input signal exceeds a first threshold level, in a case where the output signal has a first logical value in a first mode, and changes the output signal to the second logical value at a timing when the input signal exceeds a reference level lower than the first threshold level, in a case where the output signal has the first logical value in a second mode; an adjusting unit that adjusts the first threshold level depending on a stored coefficient; and a mode switching unit that operates the buffer in the first mode during a period in which an acquired spike is not generated, and operates the buffer in the second mode during a period in which the spike is generated.

Abstract: Robots and apparatus, systems and methods for powering robots are disclosed. A disclosed conductive floor to power a robot on the floor includes a plurality of stationary conductors positioned in a pattern and a power delivery circuit to cause adjacent ones of the conductors to have different electrical potentials, the adjacent ones of the conductors to form a circuit to deliver power to the robot via contacts formed in a bottom surface of the robot.

Abstract: A calculation device includes: M coefficient storage units provided corresponding to the M coefficients, each of the M coefficient storage units including a positive-side coefficient and a negative-side coefficient representing a coefficient corresponding to a sign of a difference; M multiplication units provided corresponding to the M input values, each of the M multiplication units calculating a positive-side multiply value obtained by multiplying the positive-side coefficient included in the corresponding coefficient storage unit by a sign inverted according to the corresponding input value and a negative-side multiply value obtained by multiplying the negative-side coefficient included in the corresponding coefficient storage unit by a sign inverted according to the corresponding input value; and an output unit outputting an value according to a difference between a positive-side sum value obtained by summing the M positive-side multiplication values and a negative-side sum value obtained by summing the M

Abstract: According to an embodiment, a reinforcement learning system includes a memristor array in which each of a plurality of first direction lines corresponds to one of a plurality of states, and each of a plurality of second direction lines corresponds to one of a plurality of actions, a first voltage application unit that individually applies voltage to the first direction lines, a second voltage application unit that individually applies voltage to the second direction lines, a action decision circuit that decides action to be selected by an agent in a state corresponding to a first direction line to which a readout voltage is applied, a action storage unit that stores action selected by the agent in each state that can be caused in an environment, and a trace storage unit that stores a time at which the state is caused by action selected by the agent.

Abstract: A memcapacitor according to an embodiment includes a first electrode, a first dielectric layer provided on the first electrode, a plurality of variable resistance portions provided separately from each other on the first dielectric layer, a second dielectric layer provided on the first dielectric layer and between the variable resistance portions, and a second electrode provided on the variable resistance portions and the second dielectric layer. Each of the variable resistance portions is formed of a material that allows diffusion of metal atoms constituting the second electrode to inside of the variable resistance portion, and the second dielectric layer is formed of a material that prevents diffusion of the metal atoms constituting the second electrode to inside of the second dielectric layer.

Abstract: Various systems and methods for providing a smart entry system are described herein. A smart entry system includes a detector to detect a person near a portal to a room; a transceiver to attempt to establish a wireless connection between the smart entry system and a user device associated with the person; and a user interface to present a notification to the person based on a state of the wireless connection.

Abstract: According to one embodiment, a storage device includes a plurality of memory nodes. Each of memory nodes includes a plurality of input ports, a plurality of output ports, a selector, a packet controller and a memory. The selector outputs a packet input to the input port to one of the output ports. The packet controller controls the selector. The memory stores data. The memory nodes are mutually connected at the input ports and the output ports. The memory node has an address that is determined by its physical position. The packet controller switches the output port that outputs the packet based on information including at least a destination address of the packet and an address of the memory node having the packet controller when receiving a packet that is not addressed to the memory node having the packet controller.

Abstract: Robots and apparatus, systems and methods for powering robots are disclosed. A disclosed conductive floor to power a robot on the floor includes a plurality of stationary conductors positioned in a pattern and a power delivery circuit to cause adjacent ones of the conductors to have different electrical potentials, the adjacent ones of the conductors to form a circuit to deliver power to the robot via contacts formed in a bottom surface of the robot.

Abstract: Low-cost, easy-to-use alignment target generators for aligning a user's own face or eye to a camera or scanner are based on field-of-view visual feedback from a filtered or apertured planar light source. These approaches may be made agnostic to the scanner's operating system or other software. Alternatively, software on the scanner or its host device may create a solid light-colored section of an existing display screen to use as a planar light source. In some embodiments, the planar light source may be the virtual image of an object viewed in a plane mirror.

Abstract: Methods and apparatus to instruct movement based on sensor data. An example apparatus includes a sensor data receiver to receive sensor data from a sensor device, a preference receiver to receive a user preference, and a preference analyzer to: in response to determining that the sensor data indicates that the user preference is not met at a first location, determine if a second location has a condition that meets the user preference, and in response to determining that the second location has the condition that meets the user preference, transmitting a notification to instruct movement to the second location.