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Results show that distinguishing structural details from degradation-induced interference is more effective for underwater segmentation, and GeoCueFormer achieves SOTA performance while maintaining a favorable accuracy-complexity trade-off.
Experiments on ERA5+GOES+ISD weather forecasting and PEMS-BAY traffic prediction with multi-source side information show that AsyncCouple-Flow outperforms state-of-the-art baselines and remains robust with up to two missing modalities.
