1 citations · 1 across the 9 of their papers we have counts for
3 papers · 1 filter
Semantic Communication and Control Co-Design for Multi-Objective Distinct Dynamics
Abanoub M. Girgis, Hyowoon Seo, Mehdi Bennis
This letter introduces a machine-learning approach to learning the semantic dynamics of correlated systems with different control rules and dynamics. By leveraging the Koopman oper…
Learning Latent Wireless Dynamics from Channel State Information
Charbel Bou Chaaya, Abanoub M. Girgis, Mehdi Bennis
In this work, we propose a novel data-driven machine learning (ML) technique to model and predict the dynamics of the wireless propagation environment in latent space. Leveraging t…
Time-Series JEPA for Predictive Remote Control under Capacity-Limited Networks
Abanoub M. Girgis, Alvaro Valcarce, Mehdi Bennis
In remote control systems, transmitting large data volumes (e.g., images, video frames) from wireless sensors to remote controllers is challenging when uplink capacity is limited (…