A survey on semantic communications for intelligent wireless networks
Research on intelligent wireless network aims at the development of a human society which
is ubiquitous and mobile, simultaneously providing solutions to the coverage, capacity, and …
is ubiquitous and mobile, simultaneously providing solutions to the coverage, capacity, and …
6G networks: Beyond Shannon towards semantic and goal-oriented communications
The goal of this paper is to promote the idea that including semantic and goal-oriented
aspects in future 6G networks can produce a significant leap forward in terms of system …
aspects in future 6G networks can produce a significant leap forward in terms of system …
Efficient streaming subgraph isomorphism with graph neural networks
Queries to detect isomorphic subgraphs are important in graph-based data management.
While the problem of subgraph isomorphism search has received considerable attention for …
While the problem of subgraph isomorphism search has received considerable attention for …
Fundamental limits on the regret of online network-caching
Optimal caching of files in a content distribution network (CDN) is a problem of fundamental
and growing commercial interest. Although many different caching algorithms are in use …
and growing commercial interest. Although many different caching algorithms are in use …
Mobility-aware routing and caching in small cell networks using federated learning
We consider a service cost minimization problem for resource-constrained small-cell
networks with caching, where the challenge mainly stems from (i) the insufficient backhaul …
networks with caching, where the challenge mainly stems from (i) the insufficient backhaul …
No-regret caching via online mirror descent
We study an online caching problem in which requests can be served by a local cache to
avoid retrieval costs from a remote server. The cache can update its state after a batch of …
avoid retrieval costs from a remote server. The cache can update its state after a batch of …
A survey of deep learning for data caching in edge network
Y Wang, V Friderikos - Informatics, 2020 - mdpi.com
The concept of edge caching provision in emerging 5G and beyond mobile networks is a
promising method to deal both with the traffic congestion problem in the core network, as …
promising method to deal both with the traffic congestion problem in the core network, as …
: Regret-Optimal Caching in Networks
We consider an online prediction problem in the context of network caching. Assume that
multiple users are connected to several caches via a bipartite network. At any time slot, each …
multiple users are connected to several caches via a bipartite network. At any time slot, each …
Optimistic no-regret algorithms for discrete caching
We take a systematic look at the problem of storing whole files in a cache with limited
capacity in the context of optimistic learning, where the caching policy has access to a …
capacity in the context of optimistic learning, where the caching policy has access to a …
Online caching with optimistic learning
The design of effective online caching policies is an increasingly important problem for
content distribution networks, online social networks and edge computing services, among …
content distribution networks, online social networks and edge computing services, among …