4 papers
Enhancing Confidence Estimation in Telco LLMs via Twin-Pass CoT-Ensembling
Anton Saenko, Pranshav Gajjar, Abiodun Ganiyu +1
Large Language Models (LLMs) are increasingly applied to complex telecommunications tasks, including 3GPP specification analysis and O-RAN network troubleshooting. However, a criti…
Black-Box Evasion Attacks on Data-Driven Open RAN Apps: Tailored Design and Experimental Evaluation
Pranshav Gajjar, Molham Khoja, Abiodun Ganiyu +4
The impending adoption of Open Radio Access Network (O-RAN) is fueling innovation in the RAN towards data-driven operation. Unlike traditional RAN where the RAN data and its usage…
Jamming Smarter, Not Harder: Exploiting O-RAN Y1 RAN Analytics for Efficient Interference
Abiodun Ganiyu, Dara Ron, Syed Rafiul Hussain +1
The Y1 interface in O-RAN enables the sharing of RAN Analytics Information (RAI) between the near-RT RIC and authorized Y1 consumers, which may be internal applications within the…
AI5GTest: AI-Driven Specification-Aware Automated Testing and Validation of 5G O-RAN Components
Abiodun Ganiyu, Pranshav Gajjar, Vijay K Shah
The advent of Open Radio Access Networks (O-RAN) has transformed the telecommunications industry by promoting interoperability, vendor diversity, and rapid innovation. However, its…