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20242026
most citedAPEG: Adaptive Physical Layer Authentication with Channel Extrapolation and Generative AI

34 citations · 62 across the 82 of their papers we have counts for

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15 papers · 1 filter

cs.LG2026

Efficient Onboard Vision-Language Inference in UAV-Enabled Low-Altitude Economy Networks via LLM-Enhanced Optimization

Yang Li, Ruichen Zhang, Yinqiu Liu +4

The rapid advancement of Low-Altitude Economy Networks (LAENets) has enabled a variety of applications, including aerial surveillance, environmental sensing, and semantic data coll…

cs.LG2026

Prioritizing Gradient Sign Over Modulus: An Importance-Aware Framework for Wireless Federated Learning

Yiyang Yue, Jiacheng Yao, Wei Xu +3

Wireless federated learning (FL) facilitates collaborative training of artificial intelligence (AI) models to support ubiquitous intelligent applications at the wireless edge. Howe…

cs.LG2026

Wireless TokenCom: RL-Based Tokenizer Agreement for Multi-User Wireless Token Communications

Farshad Zeinali, Mahdi Boloursaz Mashhadi, Dusit Niyato +1

Token Communications (TokenCom) has recently emerged as an effective new paradigm, where tokens are the unified units of multimodal communications and computations, enabling effici…

cs.LG2026

Federated Customization of Large Models: Approaches, Experiments, and Insights

Yuchuan Ye, Ming Ding, Youjia Chen +2

In this article, we explore federated customization of large models and highlight the key challenges it poses within the federated learning framework. We review several popular lar…

cs.LG2025

Safe and Sustainable Electric Bus Charging Scheduling with Constrained Hierarchical DRL

Jiaju Qi, Lei Lei, Thorsteinn Jonsson +1

The integration of Electric Buses (EBs) with renewable energy sources such as photovoltaic (PV) panels is a promising approach to promote sustainable and low-carbon public transpor…

cs.LG2025

Cost Minimization for Space-Air-Ground Integrated Multi-Access Edge Computing Systems

Weihong Qin, Aimin Wang, Geng Sun +5

Space-air-ground integrated multi-access edge computing (SAGIN-MEC) provides a promising solution for the rapidly developing low-altitude economy (LAE) to deliver flexible and wide…