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cs.NI2026
Workload-Aware Monitoring for AI-RAN
Babak Azkaei, Georgios Exarchakos, Kishor Chandra Joshi
AI-RAN platforms are expected to share CPU and GPU resources between radio workloads and AI services. Aggregate telemetry reports operating conditions, but timing changes may refle…
cs.NI2026
Controlled Radio Fault Injection and Telemetry Evaluation for Open 5G RANs
Babak Azkaei, Maxim Bîtiu, Georgios Exarchakos +1
Radio access network (RAN) telemetry reveals radio conditions, protocol behavior, and their consequences for applications. Evaluating its usefulness requires controlled impairments…
cs.NI2025
Machine Learning-Driven Anomaly Detection for 5G O-RAN Performance Metrics
Babak Azkaei, Kishor Chandra Joshi, George Exarchakos
The ever-increasing reliance of critical services on network infrastructure coupled with the increased operational complexity of beyond-5G/6G networks necessitate the need for proa…