Abstract: In recent years, Graph Neural Networks (GNNs) have achieved significant success in graph-based tasks. However, they still face challenges in complex scenarios, particularly in integrating ...

Abstract: Recent progress in recognizing emotions through gait analysis has attracted substantial interest. Spatial temporal graph convolutional networks (ST-GCN) have been applied to extract gait ...

FreqDGT is a novel deep learning framework for cross-subject EEG emotion recognition that addresses the fundamental challenges of individual variability and dynamic brain connectivity. Our model ...

Example structure of the dataset directory tree. If you find our work useful in your research or if you use parts of this code please consider citing our paper. @inproceedings{huang2025unified, title= ...