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Author

Shahid Mumtaz

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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

DREAM: A Dynamic Ripple-Effect-Aware Meta-Scheduling Scheme for Cloud-Edge-End Collaborative AI Computing

Cloud-edge-end collaborative Artificial Intelligence (AI) computing requires schedulers that allocate heterogeneous resources for Directed Acyclic Graph (DAG)-structured workflows across network tiers. Cross-tier data transfers create ripple effects where a single placement decision propagates delays to downstream task...

Chenlu Wang, Yu-Huai Peng, Lei Liu et al. · 0 citations

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