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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.
AMRD achieves superior performance in speech emotion recognition by leveraging the strengths of multiple teachers while capturing relational structures that traditional methods miss.