3 citations · 7 across the 4 of their papers we have counts for
4 papers
Large-Scale AI in Telecom: Charting the Roadmap for Innovation, Scalability, and Enhanced Digital Experiences
Adnan Shahid, Adrian Kliks, Ahmed Al-Tahmeesschi +132
This white paper discusses the role of large-scale AI in the telecommunications industry, with a specific focus on the potential of generative AI to revolutionize network functions…
Size Generalization for Resource Allocation with Graph Neural Networks
Wu Jiajun, Sun Chengjian, Yang Chenyang
Size generalization is important for learning wireless policies, which are often with dynamic sizes, say caused by time-varying number of users. Recent works of learning to optimiz…
Improving Learning Efficiency for Wireless Resource Allocation with Symmetric Prior
Chengjian Sun, Jiajun Wu, Chenyang Yang
Improving learning efficiency is paramount for learning resource allocation with deep neural networks (DNNs) in wireless communications over highly dynamic environments. Incorporat…
Proactive Optimization with Machine Learning: Femto-caching with Future Content Popularity
Jiajun Wu, Chengjian Sun, Chenyang Yang
Optimizing resource allocation with predicted information has shown promising gain in boosting network performance and improving user experience. Earlier research efforts focus on…