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Hai-Xia Peng

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Conference Aug 2026

MAWA: A Morality-Aware Warning-Audit Mechanism for Free-Riding Deterrence in DTN Pub-Sub Systems

Digital Twin Network (DTN) publish/subscribe (pub/sub) systems face a fundamental data-quality free-riding problem. While high-quality data benefits all participants, individual Digital Representatives (DRs) incur private costs for sensing, verification, and timely reporting, creating incentives to publish low-quality...

Jia-Chang Zhang, Jinkai Zheng, T. Luan et al. · 0 citations
2026

Task Offloading in Marine Edge Clouds: A Lyapunov-Guided Multi-Agent DRL Approach

Maritime mobile edge computing (MMEC) has emerged as a key enabler for supporting computation-intensive vision applications on uncrewed surface vehicles (USVs). However, volatile maritime channels, heterogeneous computing resources, and mismatched task offloading strategies jointly lead to excessive energy consumption...

Wen-Qian Luo, Yanglong Sun, Wei-Jian Xu et al. · 0 citations
2026

Attention-Enhanced Hierarchical Reinforcement Learning for Air-Ground Cooperative Perception

Air-ground cooperative perception (AGCP) integrates connected and autonomous vehicles (CAVs), roadside units (RSUs), and uncrewed aerial vehicles (UAVs) to provide wide-area coverage and high-resolution perception by leveraging their complementary perception and communication capabilities. However, the dynamic and hete...

Hai-Xia Peng, Yixin Fan, Zhou Su et al. · 0 citations
Preprint Sep 2026

Adaptive Beam Hopping and Power Control for Dual-Layer Over-the-Air Online Federated Learning in LEO Satellite Networks

This paper investigates over-the-air (OTA) computation enabled online federated learning (FL) in low-Earth orbit (LEO) satellite networks. Specifically, we consider a dual-layer OTA aggregation architecture, where ground devices upload analog model updates to serving satellites via uplink OTA aggregation, and satellite...

Zhen-Dong Li, Shao-Jie Wang, Zhou Su et al. · 0 citations

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