“In response to the problem of imbalanced modal contributions caused by heterogeneity of modal data in multimodal emotion recognition, researchers propose a multimodal emotion recognition method based on dual gradient amplitude modulation. By dynamically monitoring modal contributions and adjusting gradient amplitudes, the backpropagation process is optimized to enhance the model's comprehensive ability to capture emotional information from various modalities.”