5 papers
Intent-Driven 6G Service Orchestration: Grounded Translation, Validation, and Decomposition
Jean Martins, Leonid Mokrushin, Marin Orlic +1
Intent-based automation for 6G envisions networks steered by high-level goals rather than low-level configurations. Existing LLM-based approaches translate natural language into pl…
TIO-SHACL: Comprehensive SHACL validation for TMF Intent Ontologies
Jean Martins, Leonid Mokrushin, Marin Orlic
Intent-based networking promises to revolutionize telecommunications network management by enabling operators to specify high-level goals rather than low-level configurations. The…
Randomized heuristic repair for large-scale multidimensional knapsack problem
Jean P. Martins
The multidimensional knapsack problem (MKP) is an NP-hard combinatorial optimization problem whose solution is determining a subset of maximum total profit items that do not violat…
A Survey on the Integration of Generative AI for Critical Thinking in Mobile Networks
Athanasios Karapantelakis, Alexandros Nikou, Ajay Kattepur +5
In the near future, mobile networks are expected to broaden their services and coverage to accommodate a larger user base and diverse user needs. Thus, they will increasingly rely…
Closed-form congestion control via deep symbolic regression
Jean Martins, Igor Almeida, Ricardo Souza +1
As mobile networks embrace the 5G era, the interest in adopting Reinforcement Learning (RL) algorithms to handle challenges in ultra-low-latency and high throughput scenarios incre…