43 citations · 117 across the 48 of their papers we have counts for
13 papers · 1 filter
Integrating Optimization Theory with Deep Learning for Wireless Network Design
Sinem Coleri, Aysun Gurur Onalan, Marco di Renzo
Traditional wireless network design relies on optimization algorithms derived from domain-specific mathematical models, which are often inefficient and unsuitable for dynamic, real…
Diffusion Model Based Resource Allocation Strategy in Ultra-Reliable Wireless Networked Control Systems
Amirhassan Babazadeh Darabi, Sinem Coleri
Diffusion models are vastly used in generative AI, leveraging their capability to capture complex data distributions. However, their potential remains largely unexplored in the fie…
Event-Triggered Reinforcement Learning Based Joint Resource Allocation for Ultra-Reliable Low-Latency V2X Communications
Nasir Khan, Sinem Coleri
Future 6G-enabled vehicular networks face the challenge of ensuring ultra-reliable low-latency communication (URLLC) for delivering safety-critical information in a timely manner.…
Secure Hierarchical Federated Learning in Vehicular Networks Using Dynamic Client Selection and Anomaly Detection
M. Saeid HaghighiFard, Sinem Coleri
Hierarchical Federated Learning (HFL) faces the significant challenge of adversarial or unreliable vehicles in vehicular networks, which can compromise the model's integrity throug…
On the Performance of Unmanned Aerial Vehicles with MIMO VLC
Hosein Zarini, Amir Mohammadisarab, Maryam Farajzadeh Dehkordi +5
This paper centers around a multiple-input-multiple-output (MIMO) visible light communication (VLC) system, where an unmanned aerial vehicle (UAV) benefits from a light emitting di…
Teacher-Student Learning based Low Complexity Relay Selection in Wireless Powered Communications
Aysun Gurur Onalan, Berkay Kopru, Sinem Coleri
Radio Frequency Energy Harvesting (RF-EH) networks are key enablers of massive Internet-of-things by providing controllable and long-distance energy transfer to energy-limited devi…