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Interpretable and Secure Trajectory Optimization for UAV-Assisted Communication
Unmanned aerial vehicles (UAVs) have gained popularity due to their flexible mobility, on-demand deployment, and ability to establish …
Yunhao Quan, Nan Cheng, Xiucheng Wang, Jinglong Shen, Longfei Ma, Zhisheng Yin
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Effectively Heterogeneous Federated Learning: A Pairing and Split Learning Based Approach
As a promising paradigm federated Learning (FL) is widely used in privacy-preserving machine learning, which allows distributed devices …
Jinglong Shen, Xiucheng Wang, Nan Cheng, Longfei Ma, Conghao Zhou, Yuan Zhang
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Label-free Deep Learning Driven Secure Access Selection in Space-Air-Ground Integrated Networks
In Space-air-ground integrated networks (SAGIN), the inherent openness and extensive broadcast coverage expose these networks to …
Zhaowei Wang, Zhisheng Yin, Xiucheng Wang, Nan Cheng, Yuan Zhang, Tom H. Luan
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Distilling Knowledge from Resource Management Algorithms to Neural Networks: A Unified Training Assistance Approach
As a fundamental problem, numerous methods are dedicated to the optimization of signal-to-interference-plus-noise ratio (SINR), in a …
Longfei Ma, Nan Cheng, Xiucheng Wang, Zhisheng Yin, Haibo Zhou, Wei Quan
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Delay-Oriented Knowledge-Driven Resource Allocation in SAGIN-Based Vehicular Networks
Space-air-ground integrated networks (SAGIN) have been envisioned as the promising and key network architecture for the 6G vehicular …
Lei Huang, Ruijin Sun, Nan Cheng, Yilong Hui, Dandan Liang
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SigT An Efficient End-to-End MIMO-OFDM Receiver Framework Based on Transformer
Multiple-input multiple-output and orthogonal frequency-division multiplexing (MIMO-OFDM) are the key technologies in 4G and subsequent …
Ziyou Ren, Nan Cheng, Ruijin Sun, Xiucheng Wang, Ning Lu, Wenchao Xu
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Cost-effective Vehicular Data Offloading in ISTNs: A Reinforcement Learning Approach
Integrated satellite-terrestrial network (ISTN) can provide a continuous service for vehicular users in remote areas with a seamless …
Shen Wu, Nan Cheng, Zhisheng Yin, Jingchao He, Haibo Zhou
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AoI-Oriented Content Caching and Updating in Maritime Internet of Things
Caching popular contents at the base station (BS) in maritime Internet of Things (IoT) networks makes sensor nodes be free from …
Ruijin Sun, Yujie Zhang, Nan Cheng, Rong Chai, Tingting Yang, Meng Qin
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Joint Radio Resource Allocation and Control for Resource-Constrained Vehicle Platooning
Vehicle platooning is an effective way to improve the efficiency and safety of transportation systems, in which a group of vehicles …
Dayue Zhang, Nan Cheng, Ruijin Sun, Feng Lyu, Yilong Hui, Changle Li
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Digital Twin-Assisted Efficient Reinforcement Learning for Edge Task Scheduling
Task scheduling is a critical problem when one user offloads multiple different tasks to the edge server. When a user has multiple …
Xiucheng Wang, Longfei Ma, Haocheng Li, Zhisheng Yin, Tom. Luan, Nan Cheng
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