8 papers · 1 filter
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…
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…
Tool Use as Action: Towards Agentic Control in Mobile Core Networks
Purna Sai Garigipati, Onur Ayan, Kishor Chandra Joshi +1
Artificial Intelligence (AI) will play an essential role in 6G. It will fundamentally reshape the network architecture itself and drive major changes in the design of network entit…
Beyond State Machines: Executing Network Procedures with Agentic Tool-Calling Sequences
Purna Sai Garigipati, Onur Ayan, Kishor Chandra Joshi +1
Agentic AI will be an essential enabling technology for designing future mobile communication systems, which could provide flexible and customized services, automate complex networ…
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…
VOTA: Parallelizing 6G-RAN Experimentation with Virtualized Over-The-Air Workloads
Chang Liu, T. D. Khoa Le, Rahul Saini +2
Testbed sharing, a practice in which different researchers concurrently develop independent use cases on top of the same testbed, is ubiquitous in wireless experimental research. I…
Discrete Time Credit-Based Shaping for Time-Sensitive Applications in 5G/6G Networks
Anudeep Karnam, Kishor C. Joshi, Jobish John +3
Future wireless networks must deliver deterministic end-to-end delays for workloads such as smart-factory control loops. On Ethernet these guarantees are delivered by the set of to…
Reliability Modeling for Beyond-5G Mission Critical Networks Using Effective Capacity
Anudeep Karnam, Jobish John, Kishor C. Joshi +3
Accurate reliability modeling for ultra-reliable low latency communication (URLLC) and hyper-reliable low latency communication (HRLLC) networks is challenging due to the complex i…