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Enhancing deep reinforcement learning: A tutorial on generative diffusion models in network optimization
Generative Diffusion Models (GDMs) have emerged as a transformative force in the realm of
Generative Artificial Intelligence (GenAI), demonstrating their versatility and efficacy across …
Generative Artificial Intelligence (GenAI), demonstrating their versatility and efficacy across …
Machine learning for large-scale optimization in 6g wireless networks
The sixth generation (6G) wireless systems are envisioned to enable the paradigm shift from
“connected things” to “connected intelligence”, featured by ultra high density, large-scale …
“connected things” to “connected intelligence”, featured by ultra high density, large-scale …
Robust compressed sensing mri with deep generative priors
Abstract The CSGM framework (Bora-Jalal-Price-Dimakis' 17) has shown that
deepgenerative priors can be powerful tools for solving inverse problems. However, to date …
deepgenerative priors can be powerful tools for solving inverse problems. However, to date …
Seven defining features of terahertz (THz) wireless systems: A fellowship of communication and sensing
Wireless communication at the terahertz (THz) frequency bands (0.1–10 THz) is viewed as
one of the cornerstones of tomorrow's 6G wireless systems. Owing to the large amount of …
one of the cornerstones of tomorrow's 6G wireless systems. Owing to the large amount of …
MIMO channel estimation using score-based generative models
Channel estimation is a critical task in multiple-input multiple-output (MIMO) digital
communications that substantially affects end-to-end system performance. In this work, we …
communications that substantially affects end-to-end system performance. In this work, we …
Applications of generative AI (GAI) for mobile and wireless networking: A survey
The success of artificial intelligence (AI) in multiple disciplines and vertical domains in recent
years has promoted the evolution of mobile networking and the future Internet toward an AI …
years has promoted the evolution of mobile networking and the future Internet toward an AI …
Advanced deep learning models for 6G: overview, opportunities and challenges
The advent of the sixth generation of mobile communications (6G) ushers in an era of
heightened demand for advanced network intelligence to tackle the challenges of an …
heightened demand for advanced network intelligence to tackle the challenges of an …
Wideband channel estimation with a generative adversarial network
Communication at high carrier frequencies such as millimeter wave (mmWave) and
terahertz (THz) requires channel estimation for very large bandwidths at low SNR. Hence …
terahertz (THz) requires channel estimation for very large bandwidths at low SNR. Hence …
Channel power gain estimation for terahertz vehicle-to-infrastructure networks
The use of terahertz (THz) frequencies has been recommended to achieve high-speed and
ultra-low latency transmissions. Although there exist very large bandwidths in the THz …
ultra-low latency transmissions. Although there exist very large bandwidths in the THz …
AI and ML–Enablers for beyond 5G Networks
This white paper on AI/ML as enablers of 5G and B5G networks is based on contributions
from 5G PPP projects that research, implement and validate 5G and B5G network systems …
from 5G PPP projects that research, implement and validate 5G and B5G network systems …