Predicting Conflict Impact on Performance in O-RAN

A method to predict how much competing AI applications will degrade network performance before they are deployed.

March 2026 · Pietro Brach del Prever, Niloofar Mohamadi, Salvatore D'Oro, Leonardo Bonati, Michele Polese, Łukasz Kułacz, Piotr Jaworski, Adrian Kliks, Heiko Lehmann, Tommaso Melodia

PACIFISTA: Conflict Evaluation and Management in Open RAN

A framework that detects and predicts conflicts between AI applications competing to control a cellular network, preventing performance degradation.

October 2025 · Pietro Brach del Prever, Salvatore D'Oro, Leonardo Bonati, Michele Polese, Maria Tsampazi, Heiko Lehmann, Tommaso Melodia

Methods for Detecting, Evaluating, and Mitigating Conflicts in Open RAN Systems

Methods for detecting and resolving conflicts between competing AI applications sharing control of a cellular network.

July 2025 · Leonardo Bonati, Salvatore D'Oro, Tommaso Melodia, Pietro Brach del Prever, Michele Polese