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

Author

Mengmeng Li

h-index 11 View on Semantic Scholar

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Oct 2026

ACESemiCD: an adaptive change-aware enhanced semi-supervised change detection method based on consistency regularization

ABSTRACT Semi-supervised change detection (SSCD) leverages limited labelled data in conjunction with abundant unlabelled data to reduce pixel-level annotation costs and enhance model generalization. However, consistency-regularized SSCD approaches still face two key issues: (1) limited initial annotations increase pred...

Shuang Chen, Xiao-Qin Wang, Hai-Han Lin et al. · 0 citations
2026

OceanMind: Heterogeneity-Aware Spatiotemporal Learning for Sea Surface Temperature Forecasting

Accurate ocean temperature forecasting underpins fishery management, maritime safety, and climate early warning, yet its central difficulty lies in pronounced spatiotemporal heterogeneity that challenges uniform modeling: the same periodic forcing can elicit region-dependent responses across latitudes, and the same spa...

Shi-Yu Yang, Heng-Yu Guo, C. Fan et al. · 1 citation

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