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

Author

Luyu Han

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Book Open access Aug 2026

Hybrid Graph Learning Reconstructs Global Ocean Oxygen Spatiotemporal Changes

Jingwei is a 4D spatiotemporal graph transfer learning model that reconstructs ocean oxygen levels globally over the past six decades on a 1◦ x 1◦ grid, covering depths of 0-5500 meters, and foresee Jingwei revolutionizing observation-based ocean modeling and deepening the authors' understanding of the breathless ocean.

Bin Lu, Luyu Han, Ze Zhao et al. · 0 citations
Book Open access Aug 2026

OceanVerse: Evaluable 4D Ocean Element Reconstruction Dataset under Realistic Sparsity

The first oceanic 4D sparse observation reconstruction dataset, named OceanVerse, is presented, providing a novel large-scale dataset that meets the MNAR (Missing Not at Random) condition, supporting more effective model comparison, generalization evaluation and potential advancement of scientific reconstruction architectures.

Bin Lu, Jingjing Shen, Ze Zhao et al. · 0 citations