Introduced here is a technique to detect and/or correct errors in computation. The ability to correct errors in computation can increase the speed of the processor, reduce the power consumption of the processor, and reduce the distance between the transistors within the processor because the errors thus generated can be detected and corrected. In one embodiment, an error correcting module, running either in software or in hardware, can detect an error in matrix multiplication, by calculating an expected sum of all elements in the resulting matrix, and an actual sum of all elements in the resulting matrix. When there is a difference between the expected sum and the resulting sum, the error correcting module detects an error. In another embodiment, in addition to detecting the error, the error correcting module can determine the location and the magnitude of the error, thus correcting the erroneous computation.

A musician discovery system is provided. The musician discovery system includes a first interface for displaying a plurality of musicians organized according to a musical characteristic. The system includes a second interface for presenting multimedia information about a first musician from the plurality of musicians displayed on the first interface. The system includes means for comparing a second plurality of musicians with the first musician using the multimedia information presented on the second interface about the first musician. Furthermore, the system includes a third interface for recommending a second musician from the second plurality of musicians based on the comparing means.

Methods, systems, and devices for split and duplicate ripple circuits are described. A ripple circuit may be divided into stages, which may operate in parallel. For example, a first stage may have a finite number of possibilities for an output that is relevant for a second stage, and the second stages may be replicated according to the finite number of possibilities. The replicated second stages thus may operate concurrently with each other and the first stage, with each of the replicated second stages assuming a different possible output from the first stage. Once operation of the first stage is complete, the true output of the first stage may be used to select one of the second stages as corresponding to the correct assumed output, and the output of the selected second stage may be or may be included in a set of output signals for the circuit.

A memory-centric neural network system and operating method thereof includes: a processing unit; semiconductor memory devices coupled to the processing unit, the semiconductor memory devices containing instructions executed by the processing unit; a weight matrix constructed with rows and columns of memory cells, inputs of the memory cells of a same row being connected to one of axons, outputs of the memory cells of a same column being connected to one of neurons; timestamp registers registering timestamps of the axons and the neurons; and a lookup table containing adjusting values indexed in accordance with the timestamps, wherein the processing unit updates the weight matrix in accordance with the adjusting values.

Systems and methods are described for improving content classifications and metadata for a plurality of content items. The content items may comprise various forms of media content. A content recommendation processing system may automatically annotate and/or classify content items with a plurality of metadata tag information describing content items. The disclosed system and methods may also determine and/or assign applicability scores indicating a level or degree of suitability for annotating a content item with particular metadata tag information, and may utilize applicability scores to provide content to calibrate metadata information for a plurality of content items, and further to provide content recommendations to users.

A method, system and computer program product for assessing similarity between two job description documents. Job description documents consist of sentences framed in a particular manner, where the sentences are represented as a set of actions, an object corresponding to each action and a set of attributes corresponding to the object. The two job description documents are parsed to generate a first and a second set of an action-object-attribute triplet representation, where the first set of the action-object-attribute triplet representation is associated with the first job description document and the second set of the action-object-attribute triplet representation is associated with the second job description document. A similarity score between the first and second sets of action-object-attribute triplet representations is then calculated by hierarchically matching the first and second sets of action-object-attribute triplet representations across the job description documents. In this manner, similar job positions/job descriptions may be more accurately identified.

Introduced here is a technique to detect and/or correct errors in computation. The ability to correct errors in computation can increase the speed of the processor, reduce the power consumption of the processor, and reduce the distance between the transistors within the processor because the errors thus generated can be detected and corrected. In one embodiment, an error correcting module, running either in software or in hardware, can detect an error in matrix multiplication, by calculating an expected sum of all elements in the resulting matrix, and an actual sum of all elements in the resulting matrix. When there is a difference between the expected sum and the resulting sum, the error correcting module detects an error. In another embodiment, in addition to detecting the error, the error correcting module can determine the location and the magnitude of the error, thus correcting the erroneous computation.

It is possible to perform a stochastic process based on a metropolis algorithm while reducing a physical quantity of a circuit. Provided is an information processing apparatus including one or a plurality of array circuits. In this apparatus, each of the array circuits includes a plurality of units, and each of the plurality of units includes a first memory that stores a value indicating a state of one node of a coupling model, a second memory that stores a coupling coefficient indicating coupling from a node of another unit connected to an unit of the second memory, and a logic circuit that determines a value indicating a subsequent state of the one node based on a value indicating a state of the node of the other unit and the coupling coefficient. Further, the logic circuit sets a first random variable in accordance with an exponential distribution of a parameter θ as an input.

A method, system and computer program product for assessing similarity between two job description documents. Job description documents consist of sentences framed in a particular manner, where the sentences are represented as a set of actions, an object corresponding to each action and a set of attributes corresponding to the object. The two job description documents are parsed to generate a first and a second set of an action-object-attribute triplet representation, where the first set of the action-object-attribute triplet representation is associated with the first job description document and the second set of the action-object-attribute triplet representation is associated with the second job description document. A similarity score between the first and second sets of action-object-attribute triplet representations is then calculated by hierarchically matching the first and second sets of action-object-attribute triplet representations across the job description documents. In this manner, similar job positions/job descriptions may be more accurately identified.

Methods, systems, and devices for split and duplicate ripple circuits are described. A ripple circuit may be divided into stages, which may operate in parallel. For example, a first stage may have a finite number of possibilities for an output that is relevant for a second stage, and the second stages may be replicated according to the finite number of possibilities. The replicated second stages thus may operate concurrently with each other and the first stage, with each of the replicated second stages assuming a different possible output from the first stage. Once operation of the first stage is complete, the true output of the first stage may be used to select one of the second stages as corresponding to the correct assumed output, and the output of the selected second stage may be or may be included in a set of output signals for the circuit.