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Ping-Yi Fan

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Review 2026

From LLMs to Agentic and Embodied AI for Next-Generation Intelligent Vehicular Communications: A Comprehensive Survey

The internet of vehicles (IoV) is rapidly evolving into an artificial intelligence (AI)-driven, multi-agent collaborative ecosystem, yet traditional communication paradigms struggle to address the challenges posed by dynamic network topologies, stringent resource constraints, and heterogeneous service demands. To bridg...

Qiong Wu, Wen-Jun Zhang, Ping-Yi Fan et al. · 4 citations
#edge computing Oct 2026

Efficient Serverless Federated Learning With Edge Model Migration on Non-IID Data

Federated Learning (FL) has emerged as a transformative distributed learning paradigm, offering a privacy-preserving solution for collaborative model training. However, its conventional cloud-centric architecture suffers from a significant communication bottleneck casused by frequent model transmissions and heterogeneo...

Yuchen Shi, Qi-Jun Hou, Ping-Yi Fan et al. · 0 citations

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