OXYGENERATOR: Reconstructing Global Ocean Deoxygenation Over a Century with Deep Learning

no code implementations • 12 May 2024 • Bin Lu, Ze Zhao, Luyu Han, Xiaoying Gan, Yuntao Zhou, Lei Zhou, Luoyi Fu, Xinbing Wang, Chenghu Zhou, Jing Zhang

Accurately reconstructing the global ocean deoxygenation over a century is crucial for assessing and protecting marine ecosystem.

Inductive Bias

Graph Out-of-Distribution Generalization with Controllable Data Augmentation

no code implementations • 16 Aug 2023 • Bin Lu, Xiaoying Gan, Ze Zhao, Shiyu Liang, Luoyi Fu, Xinbing Wang, Chenghu Zhou

The spurious correlations over hybrid distribution deviation degrade the performance of previous GNN methods and show large instability among different datasets.

Data Augmentation Graph Classification +2