In this paper, we formulate a novel secure framework for this distributed linearly separable computation, where we aim to let the user only retrieve the desired task function without obtaining any other informa
This analysis implies that using higher frequency encoding is generally beneficial, enabling faster computation for a given matrix size. However, as we will discuss below, the power consumption also increases with the encoding rate and the proper balance will depend on the application. Non-linear ...
In contrast, runtime computation dynamically computes results during query execution, processing raw data and applying aggregations, filters, or transformations as needed for each query. Kylin primarily focuses on pre-computation to enhance query performance. However, we also offer advanced features that...
Stateline then provides the framework for deploying the distributed MCMC computation on a cluster, while allowing the users to focus on computing the posterior density with their own models, languages and environments. If you are already familiar with parallel tempering and adaptive proposals, you may...
Such networks can only learn transformations that are linearly separable—which is tantamount to being nearly completely systematic—and many aspects of morphology are not systematic. For example, the semantic role of -ER varies based on the accompanying stem, as in GREATER and TEACHER, as does ...
we first choose the one$\mathbf x_1$that is the closest to the center from$n$instances, and then we choose the one$x_2$that makes the mean of$\mathbf x_1$and$\mathbf x_2$closest to the center. Therefore, the computation complexity is reduced to$\sum_{k=1}^{m}(n-k+1)=\fr...
To train the LOCCNet for simulating\({{{\mathcal{A}}}\), we select a set of linearly independent density matricesSas the training set. The loss function for this channel simulation task is then defined as $$L=-\mathop{\sum}\limits_{\psi \in S}F({{{\mathcal{A}}}(\psi ),{{...
If n is not prime, however, a different line of computation can be used. For example, any suitable given envelope which traverses all of the n-1 disks can be used according to X-Code. All of the lines are preferably parallel. As described above, X-Code has a column distance of ...
conveniently parameterized in terms of differential gain and transparency carrier density, which in this design method are accurately calculated by incorporating complete energy dispersion relations and matrix elements derived from a finite-element 8-band k·p algorithm or other band structure computation ...
In a network that has many nodes, the computation time is reduced by only allowing propagation of those tokens which will have some chance of becoming winners. This process is called pruning. Natural Language Processor In a typical natural language interface to a database, the user enters a ...