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

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Sheng-Dong Du

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Open access Sep 2026

GridScope: A Cloud-Edge Collaborative Framework for Robust and Efficient Power-Grid Inspection

Power-grid inspection requires both high detection reliability and low-latency deployment, yet existing solutions often face a fundamental trade-off between lightweight edge models with limited semantic capability and large multimodal models with high inference cost. To address this issue, we propose GridScope, a cloud...

Si-Yu Xiang, Jing-Hong Xu, Ling-Hao Zhang et al. · 0 citations
Book Open access Aug 2026

PatchCLE: Breaking the Linear Representation Bottleneck in Time Series Forecasting via Soft Contrastive Learning

A novel representation-enhanced forecasting model, termed PatchCLE (Patch Contrastive Learning Encoder), is proposed, which innovatively integrates soft contrastive learning into multivariate time series forecasting in order to improve representation quality and resolve the computational complexity challenges associate...

Meng-Sen Wu, Haochen Shi, Sheng-Dong Du et al. · 0 citations

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