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

Author

Jiao Chen

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Conference Oct 2026

MobileCrackNet: lightweight crack segmentation with mobile encoder and channel attention

Crack segmentation is critical for civil infrastructure inspection, yet state-of-the-art methods such as MixerCSeg rely on complex State Space Model (SSM) encoders with custom CUDA kernels that limit portability. We propose MobileCrackNet, a lightweight alternative that replaces the SSM encoder with a MobileNetV2 backb...

Sai-Hong Li, Min-Can Nie, Xiang Xu et al. · 0 citations
#federated learning Open access Sep 2026

FedLC-Trans: privacy-preserving CNN–Transformer fusion for resilient IoMT intrusion detection

The present findings demonstrate reduced centralized raw-data exposure and promising computational characteristics, while edge-device validation and stronger privacy-preserving mechanisms remain important directions for future work.

Zhi Gong, Nai-Xue Xiong, Cheng-Lin Zhao et al. · 0 citations
2026

Rapid Generation of Channel Knowledge Map by Joint Physics and Conditional Diffusion Models

A channel knowledge map (CKM) provides location-specific channel priors and can reduce the overhead of real-time channel state information (CSI) acquisition for 6G environment-aware communications. In practice, CKM generation is often constrained by sparse and noisy measurements due to the high cost of wireless data co...

Yu Chen, Jiao Chen, Jian Tang et al. · 0 citations

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