The Resilient AI Networking (RAINet) lab undertakes research to advance the resiliency of AI algorithms in the context of 5G and 6G networks. We strive to develop new solutions that enhance the understanding and transparency of AI models and investigate methods for detecting and mitigating adversarial attacks against AI systems, thereby ensuring the robustness and security of these critical components of 5G and 6G networks.
We study specific AI models applied to network problems like mobile traffic forecasting and resource allocation and develop tools that augment the understanding of the corresponding models’ logic and their robustness. We strive to ensure that explanations are comprensible and actionable, i.e., network experts can relate the semantic of the explanations with their expert knowledge and the knowledge of the explanations can be capitalized by routines and algorithms for further optimizations. Examples of such tools are DeExp, EXPLORA, and AIChronoLens.
This is the team of this group
Proceedings of 18th ACM Workshop on Wireless Network Testbeds, Experimental Evaluation & Characterization. Washington, D.C., USA. November 2024
ACM Special Interest Group on Management of Data Conference. Sidney, Australia. August 2024
IFIP International Conference on Networking. Thessaloniki, Greece. June 2024
IEEE International Conference on Computer Communications. Vancouver, Canada. May 2024
IEEE International Conference on Computer Communications. Vancouver, Canada. May 2024
IEEE International Conference on Computer Communications. Vancouver, Canada. May 2024
IEEE International Conference on Computer Communications. Vancouver, Canada. May 2024
ACM Networking. Volume 1 , ACM. December 2023
IEEE Vehicular Technology Conference. Hong Kong, China. October 2023
ACM Workshop on Wireless Network Testbeds, Experimental evaluation & Characterization (WiNTECH), co-located with ACM MobiCom. Madrid, Spain. October 2023
Financed by: Ministry of Sciences and Innovation
The group is always looking for potential students at different levels of career (e.g., PhD, MSc. students seeking internships for their final work). Feel free to reach out to Claudio.
There are currently no job offers in this section.