Reliability-Optimized User Admission Control for URLLC Traffic: A Neural Contextual Bandit Approach

no code implementations • 5 Jan 2024 • Omid Semiari, Hosein Nikopour, Shilpa Talwar

Ultra-reliable low-latency communication (URLLC) is the cornerstone for a broad range of emerging services in next-generation wireless networks.

Multi-Armed Bandits

Resource Management in Wireless Networks via Multi-Agent Deep Reinforcement Learning

no code implementations • 14 Feb 2020 • Navid Naderializadeh, Jaroslaw Sydir, Meryem Simsek, Hosein Nikopour

We propose a mechanism for distributed resource management and interference mitigation in wireless networks using multi-agent deep reinforcement learning (RL).

Management reinforcement-learning +2

When Multiple Agents Learn to Schedule: A Distributed Radio Resource Management Framework

no code implementations • 20 Jun 2019 • Navid Naderializadeh, Jaroslaw Sydir, Meryem Simsek, Hosein Nikopour, Shilpa Talwar

Interference among concurrent transmissions in a wireless network is a key factor limiting the system performance.

Management Reinforcement Learning (RL) +1