Deliverables

D2.1 – Definition of use-cases, scenarios, and requirements, by Pavel Mach, Zdenek Becvar (CTU), Pietro Michiardi, Alberto Foresti (EURECOM), Mehdi Bennis, Charbel Bou Chaaya, Tamara Alshammari (UOULU), Jiri Marsik (BOSCH), 2024.

D2.2 – Architecture of the system, by Pavel Mach, Zdenek Becvar (CTU), Mehdi Bennis (UOULU), Jiri Marsik (BOSCH), Pietro Michiardi (EURECOM), 2024.

D2.3 – Business aspects, by Jiri Marsik (BOSCH), Zdenek Becvar, Pavel Mach (CTU), Pietro Michiardi (EURECOM), Mehdi Bennis (UOULU), 2024.

Publications

[1] M. Bounoua, G. Franzese, P. Michiardi, “SΩI: Score-based O-INFORMATION Estimation,” 2024 International Conference on Machine Learning (ICML 2024), 2024. https://arxiv.org/abs/2402.05667

[2] C. Bou Chaaya and M. Bennis, “RIS Phase Optimization via Generative Flow Networks,” IEEE Wireless Communications Letters, vol. 13, no. 7, pp. 1988-1992, July 2024.

[3] J. Choi, J. Park, S. -W. Ko, J. Choi, M. Bennis and S. -L. Kim, “Semantics Alignment via Split Learning for Resilient Multi-User Semantic Communication,” IEEE Transactions on Vehicular Technology, vol. 73, no. 10, pp. 15815-15819, Oct. 2024

[4] M. Kishani, Z. Becvar, “Sharing Semantic Information among Vehicles to Reduce Computation and Communication Energy Consumption,” IEEE Vehicular Technology Conference (VTC2025-Spring), 2025.

[5] A. Foresti, G. Franzese, P. Michiardi, “INFO-SEDD: Continuous Time Markov Chains as Scalable Information Metrics Estimators,”  International Conference on Learning Representations (ICLR 2025) workshop on Deep Generative Model in Machine Learning: Theory, Principle and Efficacy, 2025.

[6] G. Franzese, M. Martini, G. Corallo, P. Papotti, P. Michiardi, “Latent Abstractions in Generative Diffusion Models,” Entropy, 2025.

[7] C. Bou Chaaya, A. M. Girgis and M. Bennis, “Learning Latent Wireless Dynamics From Channel State Information,” IEEE Wireless Communications Letters, vol. 14, no. 2, pp. 489-493, Feb. 2025.

[8] P. Mach, Z. Becvar, M. Kishani, M. Bennis, “Architecture for AI-enabled Multimodal Semantic Communication and Computing,” IEEE Vehicular Technology Conference (VTC2025-Spring) workshop on Multi-modal and Generative Semantic Communications Towards Cloud-Edge-End Intelligence, 2025.

Talks

[1] M. Bennis, “Semantics-native Communication and Protocol Learning in the 6G Era”, Keynote at IEEE WCNC 2024, Dubai.

[2] P. Michiardi, “MI is all you need: Understanding complex multivariate systems through the lenses of GenAI,” Invited talk at One6G Summit 2024, Valencia.

[3] M. Bennis, “Semantics-native Communication and Protocol Learning in the 6G Era”, Keynote at 6Gnet 2024, Paris.