Generative AI for deep reinforcement learning: Framework, analysis, and use cases

G Sun, W **e, D Niyato, F Mei, J Kang… - IEEE Wireless …, 2025 - ieeexplore.ieee.org
As a form of artificial intelligence (AI) technology based on interactive learning, deep
reinforcement learning (DRL) has been widely applied across various fields and has …

Multi-Objective Aerial Collaborative Secure Communication Optimization Via Generative Diffusion Model-Enabled Deep Reinforcement Learning

C Zhang, G Sun, J Li, Q Wu, J Wang… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Due to flexibility and low-cost, unmanned aerial vehicles (UAVs) are increasingly crucial for
enhancing coverage and functionality of wireless networks. However, incorporating UAVs …

[HTML][HTML] Variations in Multi-Agent Actor–Critic Frameworks for Joint Optimizations in UAV Swarm Networks: Recent Evolution, Challenges, and Directions

MM Alam, SA Trina, T Hossain, S Mahmood… - Drones, 2025 - mdpi.com
Autonomous unmanned aerial vehicle (UAV) swarm networks (UAVSNs) can efficiently
perform surveillance, connectivity, computing, and energy transfer services for ground users …

[HTML][HTML] Research on cooperative obstacle avoidance decision making of unmanned aerial vehicle swarms in complex environments under end-edge-cloud …

L Zhao, B Chen, F Hu - Drones, 2024 - mdpi.com
Obstacle avoidance in UAV swarms is crucial for ensuring the stability and safety of cluster
flights. However, traditional methods of swarm obstacle avoidance often fail to meet the …

Mission planning of UAVs and CAVs based on graph neural networks transformer model

Z Ma, J **ong, H Gong, X Wang - IEEE Internet of Things …, 2024 - ieeexplore.ieee.org
Efficient mission planning, including task allocation and path planning, is crucial for the
successful operation of unmanned aerial vehicles (UAVs) and connected autonomous …

Boosting UAVs Live Uplink Streaming by Video Stabilization

E Di Salvo, A Beghdadi, T Cattai, F Cuomo… - IEEE …, 2024 - ieeexplore.ieee.org
The high-impact scenario of UAV live uplink streaming is gaining significant interest in
diverse applications, such as ambient monitoring, disaster rescue, and smart surveillance …

Enhancing Network Efficiency: Empowering Intelligent Caching with Graph Neural Networks in Information-Centric Networking

J Hou - 2024 - ruor.uottawa.ca
In the current era of ever-increasing data volumes and network traffic, efficient caching
mechanisms play an important role in mitigating latency, managing network workload, and …

Intuitive Human-Understandable AI Models based on Fuzzy Neural Network

L Ou - 2024 - search.proquest.com
This research aims to build Intuitive Human-Understandable AI Models, focusing on the
application and analysis of Fuzzy Neural Networks (FNNs). FNN is employed to interpret …

Adaptive Network Function Chain Orchestration Strategy for 6G Inclusive Intelligent Services

Y Wen, S Zou, Y Sun, H Gao - Proceedings of the 19th Workshop on …, 2024 - dl.acm.org
In the upcoming 6G era, inclusive intelligent services (IISs) that rely on integrated
communications and AI arithmetic will become the new norm. The IISs stem from numerous …

Dynamic Coverage of Unicycle Robots with Anisotropic Sensing for Time-Priority

C Zhou, Y Zhang, Z Ma, J Shao - Chinese Intelligent Systems Conference, 2024 - Springer
This paper deals with dynamic coverage control of anisotropic sensors with the unicycle
motion platform. By constructing the shortest coverage paths through geometric analysis, a …