Reinforcement Learning Boosts Network Slicing in 5G-Advanced O-RAN
A reinforcement learning framework improved bandwidth slicing in 5G-advanced O-RAN simulations, while tabular Q-learning struggled with large-state beam selection.
Tag: URLLC
Attention-Enhanced Meta-Reinforcement Learning Tackles 5G URLLC-eMBB Resource Conflicts
An attention-enhanced meta-reinforcement learning scheduler reduced URLLC violations to 63.11% versus 90.54% for DQN and 79.52% for PPO in single-cell ...
Fluid Antennas Give Cell-Edge Devices a Reliability Boost in Short-Packet Wireless Networks
Researchers have proposed a multiuser framework that combines fluid antenna systems with NOMA to significantly improve the reliability of short-packet ...
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Mothers who receive childcare support from maternal grandparents show more parental warmth, finds NTU Singapore study
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University of Seville Breaks 120-Year-Old Mystery, Revises a Key Einstein Concept
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Bee body mass, pathogens and local climate influence heat tolerance
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Researchers record first-ever images and data of a shark experiencing a boat strike
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Groundbreaking Clinical Trial Reveals Lubiprostone Enhances Kidney Function
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