Beyond Transmitting Bits: Context, Semantics, and Task-Oriented Communications

التفاصيل البيبلوغرافية
العنوان: Beyond Transmitting Bits: Context, Semantics, and Task-Oriented Communications
المؤلفون: Gunduz, Deniz, Qin, Zhijin, Aguerri, Inaki Estella, Dhillon, Harpreet S., Yang, Zhaohui, Yener, Aylin, Wong, Kai Kit, Chae, Chan-Byoung
سنة النشر: 2022
المجموعة: Computer Science
Mathematics
مصطلحات موضوعية: Computer Science - Information Theory, Computer Science - Artificial Intelligence, Computer Science - Machine Learning
الوصف: Communication systems to date primarily aim at reliably communicating bit sequences. Such an approach provides efficient engineering designs that are agnostic to the meanings of the messages or to the goal that the message exchange aims to achieve. Next generation systems, however, can be potentially enriched by folding message semantics and goals of communication into their design. Further, these systems can be made cognizant of the context in which communication exchange takes place, providing avenues for novel design insights. This tutorial summarizes the efforts to date, starting from its early adaptations, semantic-aware and task-oriented communications, covering the foundations, algorithms and potential implementations. The focus is on approaches that utilize information theory to provide the foundations, as well as the significant role of learning in semantics and task-aware communications.
Comment: 32 pages, 14 figures
نوع الوثيقة: Working Paper
URL الوصول: http://arxiv.org/abs/2207.09353
رقم الأكسشن: edsarx.2207.09353
قاعدة البيانات: arXiv