Neuro-symbolic causal reasoning meets signaling game for emergent semantic communications

CK Thomas, W Saad - IEEE Transactions on Wireless …, 2023 - ieeexplore.ieee.org
Semantic communication (SC) is an effective approach to communicate reliably with minimal
data transfer while simultaneously providing seamless connectivity. In this paper, a novel …

Neuro-symbolic artificial intelligence (AI) for intent based semantic communication

CK Thomas, W Saad - GLOBECOM 2022-2022 IEEE Global …, 2022 - ieeexplore.ieee.org
Intent-based networks that integrate sophisticated machine reasoning technologies will be a
cornerstone of future wireless 6G systems. Intent-based communication requires the network …

Less data, more knowledge: Building next generation semantic communication networks

C Chaccour, W Saad, M Debbah… - … Surveys & Tutorials, 2024 - ieeexplore.ieee.org
Semantic communication is viewed as a revolutionary paradigm that can potentially
transform how we design and operate wireless communication systems. However, despite a …

Generative AI-driven semantic communication networks: Architecture, technologies and applications

C Liang, H Du, Y Sun, D Niyato, J Kang… - IEEE Transactions …, 2024 - ieeexplore.ieee.org
Generative artificial intelligence (GAI) has emerged as a rapidly burgeoning field
demonstrating significant potential in creating diverse content intelligently and automatically …

Semantic communication as a signaling game with correlated knowledge bases

J Choi, J Park - 2022 IEEE 96th Vehicular Technology …, 2022 - ieeexplore.ieee.org
Semantic communication (SC) goes beyond technical communication in which a given
sequence of bits or symbols, often referred to as information, is be transmitted reliably over a …

Task-oriented explainable semantic communications

S Ma, W Qiao, Y Wu, H Li, G Shi, D Gao… - IEEE Transactions …, 2023 - ieeexplore.ieee.org
Semantic communications utilize the transceiver computing resources to alleviate scarce
transmission resources, such as bandwidth and energy. Although the conventional deep …

Knowledge base enabled semantic communication: A generative perspective

J Ren, Z Zhang, J Xu, G Chen, Y Sun… - IEEE Wireless …, 2024 - ieeexplore.ieee.org
Semantic communication is widely touted as a key technology for propelling sixth-
generation (6G) wireless networks. However, providing effective semantic representation is …

Causal semantic communication for digital twins: A generalizable imitation learning approach

CK Thomas, W Saad, Y Xiao - IEEE Journal on Selected Areas …, 2023 - ieeexplore.ieee.org
A digital twin (DT) leverages a virtual representation of the physical world, along with
communication (eg, 6G), computing (eg, edge computing), and artificial intelligence (AI) …

Semantics-native communication via contextual reasoning

H Seo, J Park, M Bennis… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Recently, machine learning (ML) has shown its effectiveness in improving communication
efficiency by reinstating the semantics of bits. To understand its underlying principles, we …

Deep learning-empowered semantic communication systems with a shared knowledge base

P Yi, Y Cao, X Kang, YC Liang - IEEE Transactions on Wireless …, 2023 - ieeexplore.ieee.org
Deep learning-empowered semantic communication is regarded as a promising candidate
for future 6G networks. Although existing semantic communication systems have achieved …