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Author

Celimuge Wu

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Sep 2026

Stable Implicit Conditioning With Residual Statistics for Multivariate Time-Series Anomaly Detection in Industrial IoT Monitoring

Timely anomaly detection in Industrial Internet of Things (IIoT) monitoring requires robust modeling of noisy multivariate sensor streams. Although decomposition-derived residuals provide a potentially useful auxiliary view for multivariate time-series anomaly detection (MTSAD), they are not clean anomaly surrogates in...

Guangxia Xu, Zhuo Ye, Xing Huang et al. · 0 citations
2026

Accelerating Diffusion Model Inference: A Blockchain-Aided Trusted Cloud-Edge Collaborative Framework

Artificial Intelligence-Generated Content (AIGC) has developed rapidly, with Diffusion Models (DMs) gaining wide attention for their superior image generation capabilities. However, the high computational cost of inference limits their deployment in resource-constrained environments such as edge computing. Cloud-edge c...

Yu Song, Yin-Lin Ren, Shao-Yong Guo et al. · 0 citations
2026

Energy-Aware Federated Distillation via Quantum-Driven Task Offloading in LEO Satellite Networks

Low earth orbit (LEO) satellite networks have emerged as a key enabler for delivering real-time and global services to distributed terrestrial nodes, particularly in remote regions. To preserve data privacy, federated learning (FL) provides a decentralized framework for advancing artificial intelligence (AI) in complex...

Pengxiang Qin, Dongyang Xu, Lei Liu et al. · 0 citations

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