Existing methods for few-shot speaker identification (FSSI) obtain high accuracy, but their computational complexities and model sizes need to be reduced lightweight applications. In this work, we propose a FSSI method using prototypical network with the final goal implement on intelligent terminals limited resources, such as smart watches speakers. proposed network, an embedding module is desi...

In this paper, we mainly study the embedding problem of unimodular row vectors, focusing on avoiding identification polynomial zeros. We investigate existence minimal syzygy module ZLP matrix and demonstrate that has structural properties are similar to fundamental solution system homogeneous linear equations found in algebra. Finally, provide several methods for vectors certain cases.

It is well known that two complementary learning modules are important to achieve human-level language understanding: one gradually acquires structured representations of knowledge from language, the other quickly learns the episodic memory composed of individual knowledge. In this paper, we suggest a new machine learning model which combines symbolic and neuronal approaches to construct the co...

we state several conditions under which comultiplication and weak comultiplication modulesare cyclic and study strong comultiplication modules and comultiplication rings. in particular,we will show that every faithful weak comultiplication module having a maximal submoduleover a reduced ring with a finite indecomposable decomposition is cyclic. also we show that if m is an strong comultiplicati...

in this paper, we show that every element of a discrete module is a sum of two units if and only if its endomorphism ring has no factor ring isomorphic to $z_{2}$. we also characterize unit sum number equal to two for the endomorphism ring of quasi-discrete modules with finite exchange property.

in this paper we introduce the concept of dirac structures on (hermitian) modules and vectorbundles and deduce some of their properties. among other things we prove that there is a one to onecorrespondence between the set of all dirac structures on a (hermitian) module and the group of allautomorphisms of the module. this correspondence enables us to represent dirac structures on (hermitian)mod...

Vision Transformers (ViT) are commonly utilized in image recognition and related applications. It delivers impressive results when it is pre-trained using massive volumes of data then employed mid-sized or small-scale evaluations such as ImageNet CIFAR-100. Basically, converts images into patches, the patch encoding used to produce latent embeddings (linear projection positional embedding). In ...

Let  be a commutative ring and  be a unitary  module. We define a semi prime sub module of a module and consider various properties of it. Also we define semi-radical of a sub module of a module and give a number of its properties. We define modules which satisfy the semi-radical formula and present the existence of such a module.

Abstract Stable and reliable feature extraction is crucial for radar high-resolution range profile (HRRP) target recognition. Owing to the complex structure of HRRP data, existing methods fail achieve satisfactory performance. This study proposes a new deep learning model named convolutional neural network–bidirectional encoder representations from transformers (CNN-BERT), using spatio–temporal...

We construct an isometric embedding from Gigli's abstract tangent module into the concrete of a space admitting (weak) Lipschitz differentiable structure, and give two equivalent conditions which characterize when is isomorphism. Together with arguments recent article by Bate--Kangasniemi--Orponen, this equivalence used to show that ${\rm Lip}-{\rm lip}$ -type condition lip} f\le C|Df|$ implies...