A survey on semantic communications for intelligent wireless networks

S Iyer, R Khanai, D Torse, RJ Pandya… - Wireless Personal …, 2023 - Springer
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 …

6G networks: Beyond Shannon towards semantic and goal-oriented communications

EC Strinati, S Barbarossa - Computer Networks, 2021 - Elsevier
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 …

Fundamental limits on the regret of online network-caching

R Bhattacharjee, S Banerjee, A Sinha - … of the ACM on Measurement and …, 2020 - dl.acm.org
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 …

Efficient streaming subgraph isomorphism with graph neural networks

CT Duong, TD Hoang, H Yin, M Weidlich… - Proceedings of the …, 2021 - dl.acm.org
Queries to detect isomorphic subgraphs are important in graph-based data management.
While the problem of subgraph isomorphism search has received considerable attention for …

No-regret caching via online mirror descent

T Si Salem, G Neglia, S Ioannidis - ACM Transactions on Modeling and …, 2023 - dl.acm.org
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 …

[HTML][HTML] 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 …

Optimistic no-regret algorithms for discrete caching

N Mhaisen, A Sinha, G Paschos, G Iosifidis - Proceedings of the ACM on …, 2022 - dl.acm.org
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 …

: Regret-Optimal Caching in Networks

D Paria, A Sinha - Advances in Neural Information …, 2021 - proceedings.neurips.cc
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 …

Online caching with optimistic learning

N Mhaisen, G Iosifidis, D Leith - 2022 IFIP Networking …, 2022 - ieeexplore.ieee.org
The design of effective online caching policies is an increasingly important problem for
content distribution networks, online social networks and edge computing services, among …

Mobility-Aware Routing and Caching in Small Cell Networks using Federated Learning

Y Cao, S Maghsudi, T Ohtsuki… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
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 …