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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Zhengwei Xu

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Conference Aug 2026

Dual-Prior Generative Augmentation for Few-Shot Specific Emitter Identification

Specific emitter identification (SEI) provides physical-layer device authentication by exploiting hardwareinduced radio frequency fingerprints (RFFs). However, deep learning-based SEI methods face severe performance degradation when labeled samples are scarce due to high collection costs and dynamic deployment conditio...

Wangze Zhang, Zheng-Wei Xu · 0 citations
2026

Neighbor Exclusion-Based Graph Neural Network for Sequential Channel Allocation in Wireless Local Area Networks

Dynamic channel allocation in wireless local area networks (WLANs) is essential for mitigating co-channel interference and satisfying time-varying traffic demands under limited spectrum resources. Beyond optimizing each network snapshot, an effective allocation scheme should preserve temporal continuity to avoid excess...

Zhengwei Xu, Li Liu, Changmao Wu et al. · 0 citations

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