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We introduce Meta-AdaM, a meta-learned adaptive optimizer with momentum, designed for few-shot learning tasks that pose significant challenges to deep learning models due to the limited number of labeled examples. Meta-learning has been successfully ...

In order to meet the rapid growth of rich media message service demands of mobile users in 5G environment, content caching in mobile edge network is an effective solution. In this paper, deep reinforcement learning and blockchain technology are ...

With the development of the Internet and 5G era, RCS (Rich Communication Suite) based on native SMS interface is developing at a high speed, which will develop a multi-functional service to provide users with picture, audio, video and other forms ...

One of the outstanding features of 5G is the powerful resource sharing ability to cope with the increasing content demand and data usage, especially in 5G IoT scenarios. However, due to data attacks, sharing resources in mobile networks is ...

Visual question answering by using information from multiple modalities has attracted more and more attention in recent years. However, it is a very challenging task, as the visual content and natural language have quite different statistical properties. ...

The adoption of reconfigurable intelligent surface (RIS) in wireless networks can enhance the spectrum- and energy-efficiency by controlling the propagation environment. Although the RIS does not consume any transmit power, the circuit power of the RIS ...

• We re-derived the Fourier transform formula of gravity with the z-axis directed downward.

This paper analyzes the current research situation of general routing protocol platform, and neighbors management mechanism in typical routing protocols. And, put forward a effective neighbors management mechanism in general routing protocol platform, ...

In this paper, we study the user association scheme in a heterogeneous network HetNets, attempt to resolve the problem of interference avoidance and load balancing in HetNets. We formulate a logarithmic objective function, to reduce the utility of heavy ...

This paper studies the mutual backup strategy of cache nodes in the distributed caching system, and proposes a new dynamic adaptive mutual backup strategy for the cache nodes by analyzing the specific application scenarios and requirements. Experimental ...

With the increasing scale of mobile network, the proportion of energy consumption of network in global is rapidly growing. Particularly, in order to estimate available energy in each node to intelligently optimize the base station by combining with the ...

With the growing demand for higher data rate mobile communication, more and more wireless network devices are deployed and the energy consumption is become a significant concern for network infrastructure. Therefore, how to reduce the energy ...