14 citations · 31 across the 30 of their papers we have counts for
33 papers
Post-Hoc Conformal Prediction for Reliable Wireless Communications
Xin Su, Meiyi Zhu, Osvaldo Simeone +1
Deploying artificial intelligence (AI) in high-stakes wireless applications such as autonomous transportation requires guarantees of reliable operation. Such guarantees can often b…
The Computing Channel: How Modulation Programs the Airwaves
Saeed Razavikia, Carlo Fischione
Distributed computing and distributed artificial intelligence require frequent exchanges of intermediate results, although many applications need only an aggregate rather than mess…
AI-Based KPI Prediction Methods in Future 6G Networks: A Survey
Niloofar Mehrnia, Gourav Prateek Sharma, Samie Mostafavi +4
The evolution from 5G to 5G-Advanced and the vision of 6G demand unprecedented levels of network performance, in which meeting stringent network Key Performance Indicators (KPIs),…
Reliable Narrowband Interference Detection via Backward Conformal Prediction
Xin Su, Meiyi Zhu, Osvaldo Simeone +2
Narrowband interference can severely degrade the performance of WiFi links by concentrating significant power on a small portion of the channel. Machine learning (ML) detectors tra…
Joint Clustering and Prediction of the Quality of Service in Vehicular Cellular Networks
Oscar Stenhammar, Gábor Fodor, Carlo Fischione
Machine learning models are increasingly deployed in wireless networks with stringent performance requirements. However, dynamic propagation environments and fluctuating traffic de…
Advancing Network Digital Twin Framework for Generating Realistic Datasets
Oscar Stenhammar, Sundeep Rangan, Gábor Fodor +1
The integration of accurate and reproducible wireless network simulations is a key enabler for research on open, virtualized, and intelligent communication systems. Network Digital…